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It makes Reality World a agent platform.</p></div><div class="intro__buttons margin-top--lg"><a class="button button--lg button--primary" href="/">Read More</a></div></div></div><div class="col col--6"><div class="col-demo"><div class="hero__image hero__image__mobile"><img src="/img/home/reality-create.png" style="width:500px"></div></div></div></div></div><section class="page__section"><div class="container"><div class="row" style="flex-direction:row"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>An agent VM, platform and simulator</h2><div><p>We defined a agent format standard to represent a turing completed agent program which can be loaded and runned dynamically so everyone can develop an agent to handle personal needs.</p><p>We then build a platform with a virtual machine to interpret and execute the above agent format program dynamically. By this dynamical capability, developer can create and share agent with users as simple as share a url.</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">Read More</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><svg width="561.976" height="261.549" viewBox="0 0 148.689 69.201" xml:space="preserve" xmlns="http://www.w3.org/2000/svg"><defs><marker style="overflow:visible" id="b" refX="0" refY="0" orient="auto-start-reverse" markerWidth="1" markerHeight="1" viewBox="0 0 1 1" preserveAspectRatio="xMidYMid"><path transform="scale(.5)" style="fill:context-stroke;fill-rule:evenodd;stroke:context-stroke;stroke-width:1pt" d="m5.77 0-8.65 5V-5Z"></path></marker><marker style="overflow:visible" id="c" refX="0" refY="0" orient="auto-start-reverse" markerWidth="1" markerHeight="1" viewBox="0 0 1 1" 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x="20.681" y="139.134"><tspan x="20.681" y="139.134">outputs:</tspan></text><text xml:space="preserve" style="font-style:normal;font-variant:normal;font-weight:400;font-stretch:normal;font-size:3px;line-height:0;font-family:&#x27;Century Gothic&#x27;;-inkscape-font-specification:&#x27;Century Gothic, Normal&#x27;;font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;letter-spacing:0;word-spacing:0;fill:#000;fill-opacity:1;stroke-width:0.499999;stroke-linecap:round;stroke-miterlimit:2.5" x="20.832" y="142.825"><tspan x="20.832" y="142.825">components:</tspan></text><text xml:space="preserve" style="font-style:normal;font-variant:normal;font-weight:400;font-stretch:normal;font-size:3px;line-height:0;font-family:&#x27;Century Gothic&#x27;;-inkscape-font-specification:&#x27;Century Gothic, 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+<div role="region" aria-label="Skip to main content"><a class="skipToContent_fXgn" href="#__docusaurus_skipToContent_fallback">Skip to main content</a></div><div class="announcementBar_mb4j" role="banner"><div class="content_knG7 announcementBarContent_xLdY"><a target="_blank" rel="nofollow noopener noreferrer" href="https://github.com/Cogine/RealityWorld">⭐ We are going open source on GitHub</a></div></div><nav aria-label="Main" class="navbar navbar--fixed-top"><div class="navbar__inner"><div class="navbar__items"><button aria-label="Toggle navigation bar" aria-expanded="false" class="navbar__toggle clean-btn" type="button"><svg width="30" height="30" viewBox="0 0 30 30" aria-hidden="true"><path stroke="currentColor" stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" d="M4 7h22M4 15h22M4 23h22"></path></svg></button><a class="navbar__brand" href="/"><div class="navbar__logo"><img src="/img/logo/reality-world.svg" alt="Reality World" class="themedImage_ToTc themedImage--light_HNdA" height="32px" width="32px"><img src="/img/logo/reality-world.svg" alt="Reality World" class="themedImage_ToTc themedImage--dark_i4oU" height="32px" width="32px"></div><b class="navbar__title text--truncate">Reality World</b></a><div class="navbar__item dropdown dropdown--hoverable"><a href="#" aria-haspopup="true" aria-expanded="false" role="button" class="navbar__link">Products</a><ul class="dropdown__menu"><li><a class="dropdown__link" href="/cogine">Cogine</a></li><li><a class="dropdown__link" href="/reality-create">Reality Create</a></li><li><a aria-current="page" class="dropdown__link dropdown__link--active" href="/app">Reality World</a></li><li><a class="dropdown__link" href="/self-deploying">Self-deploying</a></li></ul></div><div class="navbar__item dropdown dropdown--hoverable"><a href="#" aria-haspopup="true" aria-expanded="false" role="button" class="navbar__link">Developers</a><ul class="dropdown__menu"><li><a class="dropdown__link" href="/whitepaper">Whitepaper</a></li><li><a class="dropdown__link" href="/docs/intro">Documentation</a></li><li><a class="dropdown__link" href="/thinking">Thinking</a></li></ul></div><a class="navbar__item navbar__link" href="/blog">Blog</a><a class="navbar__item navbar__link" href="/features">Features &amp; 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It makes Reality World a agent platform.</p></div><div class="intro__buttons margin-top--lg"><a class="button button--lg button--primary" href="/">Read More</a></div></div></div><div class="col col--6"><div class="col-demo"><div class="hero__image hero__image__mobile"><img src="/img/home/reality-create.png" style="width:500px"></div></div></div></div></div><section class="page__section"><div class="container"><div class="row" style="flex-direction:row"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>An agent VM, platform and simulator</h2><div><p>We defined a agent format standard to represent a turing completed agent program which can be loaded and runned dynamically so everyone can develop an agent to handle personal needs.</p><p>We then build a platform with a virtual machine to interpret and execute the above agent format program dynamically. By this dynamical capability, developer can create and share agent with users as simple as share a url.</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">Read More</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><svg width="561.976" height="261.549" viewBox="0 0 148.689 69.201" xml:space="preserve" xmlns="http://www.w3.org/2000/svg"><defs><marker style="overflow:visible" id="b" refX="0" refY="0" orient="auto-start-reverse" markerWidth="1" markerHeight="1" viewBox="0 0 1 1" preserveAspectRatio="xMidYMid"><path transform="scale(.5)" style="fill:context-stroke;fill-rule:evenodd;stroke:context-stroke;stroke-width:1pt" d="m5.77 0-8.65 5V-5Z"></path></marker><marker style="overflow:visible" id="c" refX="0" refY="0" orient="auto-start-reverse" markerWidth="1" markerHeight="1" viewBox="0 0 1 1" 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diff --git a/assets/js/087bcfde.00fb6169.js b/assets/js/087bcfde.00fb6169.js
new file mode 100644
index 0000000..133952d
--- /dev/null
+++ b/assets/js/087bcfde.00fb6169.js
@@ -0,0 +1 @@
+"use strict";(self.webpackChunkrealityworld=self.webpackChunkrealityworld||[]).push([[3111],{3769:e=>{e.exports=JSON.parse('{"name":"docusaurus-plugin-content-docs","id":"default"}')}}]);
\ No newline at end of file
diff --git a/assets/js/0c125c2b.bbc3f0bb.js b/assets/js/0c125c2b.bbc3f0bb.js
new file mode 100644
index 0000000..5a07cbd
--- /dev/null
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dialect.\n    ...\n}];\n  // The namespace of our dialect.\nlet name = "toy";\n// The C++ namespace that the dialect class // definition resides in.\nlet cppNamespace = "toy";\n}\n')),(0,n.kt)("p",null,"\u751f\u6210\u7684C++\u4ee3\u7801\u5982\u4e0b\uff1a"),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-cpp"},'class ToyDialect : public mlir::Dialect {\n public:\nToyDialect(mlir::MLIRContext *context)\n  : mlir::Dialect("toy", context,\n      mlir::TypeID::get<ToyDialect>()) {\n  initialize();\n}\nstatic llvm::StringRef getDialectNamespace() {\n  return "toy";\n}\nvoid 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"),(0,n.kt)("p",null,(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/people/16d0cb25df98c0c909e60b135a5800c5"},"@\u5927\u5bbd\u5bbd")),(0,n.kt)("p",null," \u6709\u4e00\u7bc7\u56de\u7b54\uff1a",(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/question/29888990/answer/703226836"},"\u5982\u4f55\u770b\u5f85Erlang\u4e4b\u7236Joe Armstrong\u89c9\u5f97OO\u7f16\u7a0b\u5f88\u70c2\uff1f"),"\uff0c\u5176\u4e2d\u5f15\u7528\u5230Erlang\u4e4b\u7236Joe Armstrong\u7684\u4e00\u6bb5\u91c7\u8bbf\uff1a",(0,n.kt)("a",{parentName:"p",href:"https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/"},"Ralph Johnson, Joe Armstrong on the State of OOP")),(0,n.kt)("blockquote",null,(0,n.kt)("p",{parentName:"blockquote"},"Alan Kay himself wrote this famous thing and said ",(0,n.kt)("strong",{parentName:"p"},'"The notion of object oriented programming is completely')," ",(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/search?q=misunderstood&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D"},"misunderstood"),(0,n.kt)("strong",{parentName:"p"},". It's not about objects and classes, it's all about messages"),'". He wrote that and he said that the initial ',(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/search?q=reaction&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D"},"reaction")," to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.")),(0,n.kt)("p",null,"Alan Kay\u8ba4\u4e3aOOP\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u6d88\u606f\uff0c\u4f46\u662f\u8fd9\u6837\u8bf4\u5176\u5b9e\u6211\u4e2a\u4eba\u89c9\u5f97\u5e76\u4e0d\u592a\u597d\u7406\u89e3\u5230\u672c\u8d28\uff0c\u56e0\u4e3a\u6d88\u606f\u66f4\u50cf\u662fOOP\u8fd9\u79cd\u8bbe\u8ba1\u4e0b\u7684\u4e00\u79cd\u673a\u5236\u6216\u7ed3\u679c\uff0c\u800c\u4e0d\u662fOOP\u672c\u8eab\u7684\u5b9a\u4e49\u3002\u6211\u89c9\u5f97OOP\u7684\u672c\u8d28\u5e94\u8be5\u662f\u9694\u79bb\uff0c\u53ea\u6709\u505a\u5230\u771f\u6b63\u7684\u9694\u79bb\uff0c\u624d\u80fd\u771f\u6b63\u964d\u4f4e\u7cfb\u7edf\u7684\u590d\u6742\u5ea6\uff0c\u56e0\u4e3a\u7edd\u5bf9\u7684\u9694\u79bb\u4f7f\u5f97\u4f60\u5b8c\u5168\u4e0d\u9700\u8981\u4e5f\u4e0d\u80fd\u4e86\u89e3\u53e6\u4e00\u4e2a\u7269\u4f53\u5185\u90e8\u7684\u8fd0\u4f5c\uff0c\u4f60\u4eec\u53ea\u9700\u8981\u901a\u8fc7\u4e00\u4e9b\u5916\u5728\u7684\u5c5e\u6027\u8fdb\u884c\u4ea4\u4e92\uff0c\u6211\u4eec\u7684\u5f00\u53d1\u4e5f\u4ec5\u9700\u8981\u4e86\u89e3\u8fd9\u4e9b\u7b80\u5355\u7684\u5916\u5728\u5c5e\u6027\u3002\u73b0\u4ee3\u5927\u90e8\u5206\u7f16\u7a0b\u8bed\u8a00\u66f4\u5f3a\u8c03\u7684\u662fobject\u548cclass\uff0c\u8ba4\u4e3a\u5bf9\u8c61\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u5c01\u88c5\uff0c\u8fd9\u672c\u8eab\u4e5f\u6ca1\u6709\u9519\uff0c\u5c01\u88c5\u7684\u76ee\u7684\u4e5f\u4e00\u5b9a\u662f\u4e3a\u4e86\u8ba9\u522b\u4eba\u4e0d\u9700\u8981\u5173\u6ce8\u4f60\u7684\u5185\u90e8\u7ec6\u8282\uff0c\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u5f88\u591a\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u8bed\u8a00\u5ffd\u7565\u4e86\u9694\u79bb\u7684\u610f\u4e49\uff0c\u4e3a\u4e86\u65b9\u4fbf\u7a0b\u5e8f\u5458\u66f4\u7075\u6d3b\u76f4\u63a5\u5730\u83b7\u53d6\u6570\u636e\u548c\u65b9\u6cd5\uff0c\u63d0\u4f9b\u4e00\u4e9b\u673a\u5236\uff0c\u4f7f\u5f97\u4e00\u4e2a\u5bf9\u8c61\u53ef\u4ee5\u5f88\u8f7b\u6613\u5730\u8bbf\u95ee\u5230\u53e6\u4e00\u4e2a\u5bf9\u8c61\u5185\u90e8\u7684\u3001\u8ddf\u5176\u5185\u90e8\u8fd0\u4f5c\u76f8\u5173\u7684\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u539f\u672c\u662f\u9700\u8981\u7edd\u5bf9\u9694\u79bb\u7684\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5c31\u4f7f\u5f97\u9694\u79bb\u5931\u53bb\u4e86\u610f\u4e49\uff0c\u5c3d\u7ba1\u6211\u4eec\u53ef\u4ee5\u6307\u5b9a\u89c4\u8303\u8981\u6c42\u81ea\u5df1\u4ee5\u5bf9\u8c61\u4e3a\u5355\u4f4d\u8fdb\u884c\u7edd\u5bf9\u9694\u79bb\uff0c\u4f46\u662f\u5927\u90e8\u5206\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5f88\u96be\u505a\u5230\u4e00\u4e2a\u5f88\u597d\u7684\u8bbe\u8ba1\uff0c\u6700\u540e\u7684\u7ed3\u679c\u662f\u7a0b\u5e8f\u5185\u90e8\u5bf9\u8c61\u4e4b\u95f4\u76f8\u4e92\u8026\u5408\u592a\u591a\uff0c\u4e0d\u7ba1\u662f\u7ba1\u7406\u3001\u7ef4\u62a4\u3001\u7406\u89e3\u8d77\u6765\u90fd\u662f\u82b1\u8d39\u5f88\u5927\u7684\u7cbe\u529b\u3002"),(0,n.kt)("p",null,(0,n.kt)("img",{alt:"img",src:l(6081).Z,width:"1155",height:"697"})),(0,n.kt)("p",null,"Erlang\u4e4b\u7236Joe Armstrong\uff08\u53f3\uff09"),(0,n.kt)("p",null,"Erlang\u5c31\u91c7\u7528\u4e86\u4e00\u79cd\u4e0d\u540c\u7684\u673a\u5236\uff0c\u5b83\u4ece\u8bed\u8a00\u4f53\u7cfb\u4e0a\u5c31\u4e0d\u5141\u8bb8\u5bf9\u8c61\u4e4b\u95f4\u80fd\u591f\u76f4\u63a5\u8bbf\u95ee\u5185\u90e8\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u6bcf\u4e2a\u51fd\u6570\u90fd\u5206\u914d\u4e3a\u72ec\u7acb\u7684\u7ebf\u7a0b\uff0c\u7ebf\u7a0b\u4e4b\u95f4\u53ea\u80fd\u901a\u8fc7\u6d88\u606f\u8fdb\u884c\u4f20\u9012\u548c\u8054\u7cfb\uff0c\u8fd9\u6837\u7a0b\u5e8f\u5458\u5c31\u5f88\u96be\u5199\u51fa\u8026\u5408\u6bd4\u8f83\u6df1\u7684\u4ee3\u7801\uff0c\u540c\u65f6\u8fd9\u79cd\u9694\u79bb\u5bf9\u5e76\u884c\u8ba1\u7b97\u548c\u5206\u5e03\u5f0f\u4e5f\u5e26\u6765\u4e86\u597d\u5904\u3002\u6240\u4ee5Joe Armstrong\u8bf4\uff0c\u6839\u636eAlan Kay\u7684\u63cf\u8ff0\uff0cErlang\u53ef\u80fd\u662f\u552f\u4e00\u771f\u6b63\u9762\u5411\u5bf9\u8c61\u7684\u7f16\u7a0b\u8bed\u8a00\uff1a"),(0,n.kt)("blockquote",null,(0,n.kt)("p",{parentName:"blockquote"},"Erlang has got all these things. It's got isolation, it's got polymorphism and it's got pure messaging. From that point of view, we might say it's the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are 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dialect.\n    ...\n}];\n  // The namespace of our dialect.\nlet name = "toy";\n// The C++ namespace that the dialect class // definition resides in.\nlet cppNamespace = "toy";\n}\n')),(0,n.kt)("p",null,"\u751f\u6210\u7684C++\u4ee3\u7801\u5982\u4e0b\uff1a"),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-cpp"},'class ToyDialect : public mlir::Dialect {\n public:\nToyDialect(mlir::MLIRContext *context)\n  : mlir::Dialect("toy", context,\n      mlir::TypeID::get<ToyDialect>()) {\n  initialize();\n}\nstatic llvm::StringRef getDialectNamespace() {\n  return "toy";\n}\nvoid 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"),(0,n.kt)("p",null,(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/people/16d0cb25df98c0c909e60b135a5800c5"},"@\u5927\u5bbd\u5bbd")),(0,n.kt)("p",null," \u6709\u4e00\u7bc7\u56de\u7b54\uff1a",(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/question/29888990/answer/703226836"},"\u5982\u4f55\u770b\u5f85Erlang\u4e4b\u7236Joe Armstrong\u89c9\u5f97OO\u7f16\u7a0b\u5f88\u70c2\uff1f"),"\uff0c\u5176\u4e2d\u5f15\u7528\u5230Erlang\u4e4b\u7236Joe Armstrong\u7684\u4e00\u6bb5\u91c7\u8bbf\uff1a",(0,n.kt)("a",{parentName:"p",href:"https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/"},"Ralph Johnson, Joe Armstrong on the State of OOP")),(0,n.kt)("blockquote",null,(0,n.kt)("p",{parentName:"blockquote"},"Alan Kay himself wrote this famous thing and said ",(0,n.kt)("strong",{parentName:"p"},'"The notion of object oriented programming is completely')," ",(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/search?q=misunderstood&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D"},"misunderstood"),(0,n.kt)("strong",{parentName:"p"},". It's not about objects and classes, it's all about messages"),'". He wrote that and he said that the initial ',(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/search?q=reaction&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D"},"reaction")," to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.")),(0,n.kt)("p",null,"Alan Kay\u8ba4\u4e3aOOP\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u6d88\u606f\uff0c\u4f46\u662f\u8fd9\u6837\u8bf4\u5176\u5b9e\u6211\u4e2a\u4eba\u89c9\u5f97\u5e76\u4e0d\u592a\u597d\u7406\u89e3\u5230\u672c\u8d28\uff0c\u56e0\u4e3a\u6d88\u606f\u66f4\u50cf\u662fOOP\u8fd9\u79cd\u8bbe\u8ba1\u4e0b\u7684\u4e00\u79cd\u673a\u5236\u6216\u7ed3\u679c\uff0c\u800c\u4e0d\u662fOOP\u672c\u8eab\u7684\u5b9a\u4e49\u3002\u6211\u89c9\u5f97OOP\u7684\u672c\u8d28\u5e94\u8be5\u662f\u9694\u79bb\uff0c\u53ea\u6709\u505a\u5230\u771f\u6b63\u7684\u9694\u79bb\uff0c\u624d\u80fd\u771f\u6b63\u964d\u4f4e\u7cfb\u7edf\u7684\u590d\u6742\u5ea6\uff0c\u56e0\u4e3a\u7edd\u5bf9\u7684\u9694\u79bb\u4f7f\u5f97\u4f60\u5b8c\u5168\u4e0d\u9700\u8981\u4e5f\u4e0d\u80fd\u4e86\u89e3\u53e6\u4e00\u4e2a\u7269\u4f53\u5185\u90e8\u7684\u8fd0\u4f5c\uff0c\u4f60\u4eec\u53ea\u9700\u8981\u901a\u8fc7\u4e00\u4e9b\u5916\u5728\u7684\u5c5e\u6027\u8fdb\u884c\u4ea4\u4e92\uff0c\u6211\u4eec\u7684\u5f00\u53d1\u4e5f\u4ec5\u9700\u8981\u4e86\u89e3\u8fd9\u4e9b\u7b80\u5355\u7684\u5916\u5728\u5c5e\u6027\u3002\u73b0\u4ee3\u5927\u90e8\u5206\u7f16\u7a0b\u8bed\u8a00\u66f4\u5f3a\u8c03\u7684\u662fobject\u548cclass\uff0c\u8ba4\u4e3a\u5bf9\u8c61\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u5c01\u88c5\uff0c\u8fd9\u672c\u8eab\u4e5f\u6ca1\u6709\u9519\uff0c\u5c01\u88c5\u7684\u76ee\u7684\u4e5f\u4e00\u5b9a\u662f\u4e3a\u4e86\u8ba9\u522b\u4eba\u4e0d\u9700\u8981\u5173\u6ce8\u4f60\u7684\u5185\u90e8\u7ec6\u8282\uff0c\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u5f88\u591a\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u8bed\u8a00\u5ffd\u7565\u4e86\u9694\u79bb\u7684\u610f\u4e49\uff0c\u4e3a\u4e86\u65b9\u4fbf\u7a0b\u5e8f\u5458\u66f4\u7075\u6d3b\u76f4\u63a5\u5730\u83b7\u53d6\u6570\u636e\u548c\u65b9\u6cd5\uff0c\u63d0\u4f9b\u4e00\u4e9b\u673a\u5236\uff0c\u4f7f\u5f97\u4e00\u4e2a\u5bf9\u8c61\u53ef\u4ee5\u5f88\u8f7b\u6613\u5730\u8bbf\u95ee\u5230\u53e6\u4e00\u4e2a\u5bf9\u8c61\u5185\u90e8\u7684\u3001\u8ddf\u5176\u5185\u90e8\u8fd0\u4f5c\u76f8\u5173\u7684\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u539f\u672c\u662f\u9700\u8981\u7edd\u5bf9\u9694\u79bb\u7684\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5c31\u4f7f\u5f97\u9694\u79bb\u5931\u53bb\u4e86\u610f\u4e49\uff0c\u5c3d\u7ba1\u6211\u4eec\u53ef\u4ee5\u6307\u5b9a\u89c4\u8303\u8981\u6c42\u81ea\u5df1\u4ee5\u5bf9\u8c61\u4e3a\u5355\u4f4d\u8fdb\u884c\u7edd\u5bf9\u9694\u79bb\uff0c\u4f46\u662f\u5927\u90e8\u5206\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5f88\u96be\u505a\u5230\u4e00\u4e2a\u5f88\u597d\u7684\u8bbe\u8ba1\uff0c\u6700\u540e\u7684\u7ed3\u679c\u662f\u7a0b\u5e8f\u5185\u90e8\u5bf9\u8c61\u4e4b\u95f4\u76f8\u4e92\u8026\u5408\u592a\u591a\uff0c\u4e0d\u7ba1\u662f\u7ba1\u7406\u3001\u7ef4\u62a4\u3001\u7406\u89e3\u8d77\u6765\u90fd\u662f\u82b1\u8d39\u5f88\u5927\u7684\u7cbe\u529b\u3002"),(0,n.kt)("p",null,(0,n.kt)("img",{alt:"img",src:l(6081).Z,width:"1155",height:"697"})),(0,n.kt)("p",null,"Erlang\u4e4b\u7236Joe Armstrong\uff08\u53f3\uff09"),(0,n.kt)("p",null,"Erlang\u5c31\u91c7\u7528\u4e86\u4e00\u79cd\u4e0d\u540c\u7684\u673a\u5236\uff0c\u5b83\u4ece\u8bed\u8a00\u4f53\u7cfb\u4e0a\u5c31\u4e0d\u5141\u8bb8\u5bf9\u8c61\u4e4b\u95f4\u80fd\u591f\u76f4\u63a5\u8bbf\u95ee\u5185\u90e8\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u6bcf\u4e2a\u51fd\u6570\u90fd\u5206\u914d\u4e3a\u72ec\u7acb\u7684\u7ebf\u7a0b\uff0c\u7ebf\u7a0b\u4e4b\u95f4\u53ea\u80fd\u901a\u8fc7\u6d88\u606f\u8fdb\u884c\u4f20\u9012\u548c\u8054\u7cfb\uff0c\u8fd9\u6837\u7a0b\u5e8f\u5458\u5c31\u5f88\u96be\u5199\u51fa\u8026\u5408\u6bd4\u8f83\u6df1\u7684\u4ee3\u7801\uff0c\u540c\u65f6\u8fd9\u79cd\u9694\u79bb\u5bf9\u5e76\u884c\u8ba1\u7b97\u548c\u5206\u5e03\u5f0f\u4e5f\u5e26\u6765\u4e86\u597d\u5904\u3002\u6240\u4ee5Joe Armstrong\u8bf4\uff0c\u6839\u636eAlan Kay\u7684\u63cf\u8ff0\uff0cErlang\u53ef\u80fd\u662f\u552f\u4e00\u771f\u6b63\u9762\u5411\u5bf9\u8c61\u7684\u7f16\u7a0b\u8bed\u8a00\uff1a"),(0,n.kt)("blockquote",null,(0,n.kt)("p",{parentName:"blockquote"},"Erlang has got all these things. It's got isolation, it's got polymorphism and it's got pure messaging. From that point of view, we might say it's the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are 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World](https://realityworld.com/)\u5df2\u7ecf\u614e\u91cd\u51b3\u5b9a\u7531\u521b\u4e1a\u9879\u76ee\u8f6c\u4e3a\u7eaf\u5f00\u6e90\u9879\u76ee\uff0c\u4e5f\u5c31\u662f\u8bf4\u5b83\u540e\u9762\u5c06\u4e0d\u4f1a\u6709\u4e00\u4e2a\u521b\u4e1a\u516c\u53f8\u5b9e\u4f53\u6765\u8fd0\u8425\uff0c\u5b83\u4f1a\u771f\u6b63\u4f9d\u9760\u793e\u533a\u53ca\u5176\u7ec4\u7ec7\u8fdb\u884c\u53d1\u5c55\uff0c\u5c31\u50cfBevy\u7b49\u5f00\u6e90\u9879\u76ee\uff0c\u5f53\u7136\u6211\u80af\u5b9a\u4e5f\u4f1a\u6301\u7eed\u5728\u8fd9\u4e2a\u9879\u76ee\u8fdb\u884c\u8fed\u4ee3\u5f00\u53d1\u3002\u8fd9\u4e5f\u610f\u5473\u7740\u5b83\u4e0d\u518d\u6709\u5546\u4e1a\u5229\u76ca\uff0c\u4efb\u610f\u516c\u53f8\u6216\u4e2a\u4eba\u90fd\u53ef\u4ee5\u4f7f\u7528\u6216\u8005\u57fa\u4e8e\u5b83\u8fdb\u884c\u4fee\u6539\u6216\u6269\u5c55\u3002\\r\\n\\r\\n**\u4e4b\u6240\u4ee5\u8fd9\u6837\u7684\u9009\u62e9\uff0c\u5f88\u5927\u4e00\u4e2a\u539f\u56e0\u662f\uff0c\u6211\u89c9\u5f97\u8fd9\u51e0\u5e74\u6280\u672f\u3001\u73af\u5883\u548c\u4ea7\u54c1\u5f62\u6001\u7684\u53d8\u5316\u548c\u53d1\u5c55\u90fd\u5f88\u5feb\uff0c\u5404\u79cd\u6982\u5ff5\u5f25\u6f2b\u7740\u6574\u4e2a\u4e16\u754c\uff0c\u6211\u8ba4\u8bc6\u548c\u4ea4\u6d41\u8fc7\u5f88\u591a\u6295\u8d44\u4eba\u3001\u521b\u4e1a\u8005\u3001\u5f00\u53d1\u8005\u4ee5\u53ca\u884c\u4e1a\u5f88\u591a\u4e0d\u592a\u61c2\u6280\u672f\u7684\u5404\u79cd\u89d2\u8272\uff0c\u5373\u4f7f\u6700\u806a\u660e\u7684\u4eba\uff0c\u5f80\u5f80\u4e5f\u5f88\u96be\u5728\u4e00\u4e9b\u5173\u4e8e\u6280\u672f\u7684\u7406\u89e3\u4e0a\u8fbe\u6210\u5171\u8bc6\uff0c\u800c\u4e14\u56fd\u5185\u7684\u6574\u4e2a\u73af\u5883\u666e\u904d\u8fd8\u662f\u66f4\u5173\u6ce8\u4e0a\u5c42\u7684\u5e94\u7528\uff0c\u800c\u7845\u8c37\u7684\u5f88\u591a\u4ea7\u54c1\u521b\u65b0\u66f4\u591a\u662f\u6e90\u4e8e\u5bf9\u6280\u672f\u7684\u6df1\u523b\u7406\u89e3\u3002\u6240\u4ee5\u6211\u89c9\u5f97\u7ad9\u5728\u8fd9\u4e2a\u5386\u53f2\u9636\u6bb5\uff0c\u6211\u4eec\u6700\u91cd\u8981\u7684\u662f\u8981\u6709\u4e00\u4e9b\u5173\u4e8e\u6280\u672f\u7684\u57fa\u7840\u8ba8\u8bba\u5f62\u6210\u5171\u8bc6\uff0c\u8981\u6709\u4e00\u4e9b\u5177\u4f53\u800c\u7cfb\u7edf\u7684\u5b9e\u8df5\u800c\u4e0d\u662f\u505c\u7559\u5728\u81c6\u60f3\uff0c\u7136\u540e\u8981\u5c06\u8fd9\u6837\u7684\u57fa\u7840\u5171\u8bc6\u5f00\u653e\u4e3a\u516c\u5171\u8d44\u6e90\uff0c\u5f62\u6210\u4e00\u4e9b\u575a\u5f3a\u7684\u5171\u8bc6\u5e95\u5ea7\uff0c\u7136\u540e\u6709\u4e86\u66f4\u6e05\u6670\u7684\u6280\u672f\u7406\u89e3\uff0c\u4e0a\u5c42\u7684\u521b\u65b0\u624d\u4f1a\u771f\u6b63\u7684\u7e41\u8363\u3002Reality World \u73b0\u5728\u7684\u4f7f\u547d\u5c31\u662f\u5c1d\u8bd5\u53bb\u6210\u4e3a\u5176\u4e2d\u7684\u4e00\u80a1\u5f00\u653e\u529b\u91cf\uff0c\u5b83\u9996\u5148\u63d0\u51fa\u81ea\u5df1\u5bf9\u6280\u672f\u548c\u672a\u6765\u7684\u7cfb\u7edf\u7406\u89e3\uff0c\u7136\u540e\u57fa\u4e8e\u8fd9\u4e9b\u7406\u89e3\u6784\u5efa\u4e00\u79cd\u53ef\u4f9b\u5927\u5bb6\u5b66\u4e60\u548c\u8ba8\u8bba\u7684\u5b9e\u8df5\uff0c\u6700\u540e\u5f00\u6e90\u51fa\u6765\u4f9b\u5927\u5bb6\u4f20\u64ad\u3001\u5206\u4eab\u3001\u8ba8\u8bba\u548c\u53d1\u5c55\u3002**\\r\\n\\r\\n\u5173\u4e8e\u7b2c\u4e8c\u4e2a\u95ee\u9898\uff0c\u5982\u679c\u6709\u670b\u53cb\u53c2\u52a0\u8fc7\u62112018\u5e74\u7684\u5168\u56fd\u56fe\u5f62\u6e32\u67d3\u6280\u672f\u5de1\u8bb2\uff0c\u4e00\u4e2a\u4eba\u56f4\u7ed5\u4e00\u4e2a\u4e3b\u9898\u8bb23\uff5e4\u4e2a\u5c0f\u65f6\uff0c\u5728\u4e2d\u56fd\u8fd9\u79cd\u4f1a\u8bae\u51e0\u4e4e\u662f\u7edd\u65e0\u4ec5\u6709\u7684\uff0c\u90a3\u79cd\u7cfb\u7edf\u548c\u6df1\u5ea6\u8fdc\u4e0d\u662f\u90a3\u79cd15\uff5e45\u5206\u949f\u873b\u8713\u70b9\u6c34\u4e00\u6837\u7684\u611f\u89c9\uff0c\u8fd9\u5c06\u662f\u4e00\u573a\u975e\u5e38\u6df1\u523b\u7684\u6280\u672f\u65c5\u7a0b\uff0c\u6211\u76f8\u4fe1\u6bcf\u4e2a\u4eba\u53ef\u4ee5\u5b66\u5230\u975e\u5e38\u975e\u5e38\u591a\u7684\u77e5\u8bc6\u548c\u7406\u89e3\uff0c\u540e\u9762\u6211\u4f1a\u5927\u6982\u8bf4\u660e\u4f1a\u8bb2\u4ec0\u4e48\u5185\u5bb9\u3002\\r\\n\\r\\n\u5173\u4e8e\u7b2c\u4e09\u4e2a\u95ee\u9898\uff0c\u8fd9\u4e2a\u9879\u76ee\u8ddf\u5176\u5b83\u9879\u76ee\u975e\u5e38\u4e0d\u540c\uff0c\u7b80\u5355\u6765\u8bf4\uff0c\u76f4\u63a5\u5f00\u6e90\u51fa\u6765\u8ba9\u5927\u5bb6\u81ea\u5df1\u7814\u7a76\u4ee3\u7801\u548c\u6587\u6863\u53ef\u80fd\u5e76\u4e0d\u597d\u7406\u89e3\uff0c\u901a\u5e38\u6211\u81ea\u5df1\u6709\u65f6\u5019\u4e5f\u5f88\u96be\u7528\u7b80\u5355\u7684\u51e0\u53e5\u8bdd\u5411\u670b\u53cb\u6216\u6295\u8d44\u4eba\u8bf4\u660eReality World\u662f\u4ec0\u4e48\u3002\u4e00\u65b9\u9762\u662fReality World\u592a\u6280\u672f\uff0c\u6d89\u53ca\u7684\u6bcf\u4e00\u4e2a\u8bbe\u8ba1\u51b3\u7b56\u90fd\u6709\u5f88\u591a\u4e0d\u540c\u5c42\u9762\u7684\u8003\u8651\uff1b\u53e6\u4e00\u65b9\u9762\u5b83\u6d89\u53ca\u7684\u6280\u672f\u9762\u975e\u5e38\u5e7f\uff0c\u4ece\u7a0b\u5e8f\u7684\u7ec4\u7ec7\u7ed3\u6784\u3001\u5230\u7f16\u8bd1/\u89e3\u91ca/\u94fe\u63a5\uff0c\u5230\u8fd0\u884c\u65f6\u7684\u865a\u62df\u673a\u3001\u8c03\u5ea6\u548c\u6c99\u76d2\uff0c\u4ee5\u53ca\u8fd8\u6d89\u53ca\u5230\u600e\u6837\u7528\u8fd9\u4e9b\u6280\u672f\u53bb\u89e3\u51b3\u6bd4\u5982\u5143\u5b87\u5b99\u5e94\u7528\u7684\u4e00\u4e9b\u9700\u6c42\u7b49\u7b49\uff1b\u6700\u540e\u5b83\u7684\u76ee\u6807\u4e5f\u4e0d\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u5e94\u7528\u6216\u8005\u4e00\u4e2a\u6846\u67b6\uff0c\u5b83\u662f\u4ecb\u4e8e\u6846\u67b6\u548c\u7f16\u7a0b\u8bed\u8a00\u4e4b\u95f4\u7684\u4e00\u79cd\u7528\u4e8e\u6784\u5efa\u5e94\u7528\u7684\u8f6f\u4ef6\u6784\u9020\u65b9\u6cd5\uff0c\u4f46\u5b83\u672c\u8eab\u4e5f\u4e0d\u662f\u4e00\u79cd\u7f16\u7a0b\u8bed\u8a00\u3002\\r\\n\\r\\n**\u6240\u4ee5\uff0c\u8fd9\u4e48\u591a\u590d\u6742\u7684\u4e8b\u60c5\u8026\u5408\u5728\u4e00\u8d77\uff0c\u6211\u5fc5\u987b\u7528\u8bed\u97f3\u548c\u89c6\u9891\u7684\u65b9\u5f0f\u624d\u80fd\u66f4\u6e05\u6670\u7684\u8868\u8fbe\u5b83\uff0c\u624d\u80fd\u8ba9\u5927\u5bb6\u66f4\u597d\u5730\u7406\u89e3\u8fd9\u4e2a\u9879\u76ee\u7684\u76ee\u7684\uff0c\u4e0d\u7136\u5f00\u6e90\u4e00\u4e2a\u5927\u5bb6\u90fd\u770b\u4e0d\u61c2\u6216\u8005\u8fde\u770b\u61c2\u76ee\u7684\u90fd\u5f88\u590d\u6742\u7684\u9879\u76ee\u6709\u4ec0\u4e48\u610f\u4e49\u5462\uff1f\u4f46\u597d\u6d88\u606f\u662f\uff0c\u5982\u679c\u4f60\u542c\u6211\u4e00\u6b21\u7cfb\u7edf\u7684\u8bb2\u89e3\uff0c\u5b83\u5176\u5b9e\u7406\u89e3\u8d77\u6765\u975e\u5e38\u7b80\u5355\uff0c\u4f46\u8fd9\u79cd\u7b80\u5355\u5b83\u4e0d\u80fd\u7528\u7b80\u5355\u7684\u6587\u5b57\u8868\u8fbe\uff0c\u5426\u5219\u4f60\u53ef\u80fd\u8981\u82b1\u8d39\u8fdc\u8fdc\u5927\u4e8e3\u4e2a\u5c0f\u65f6\u7684\u65f6\u95f4\u624d\u80fd\u66f4\u6e05\u6670\u7684\u7406\u89e3\u8fd9\u4e2a\u9879\u76ee\u7684\u903b\u8f91\u548c\u76ee\u7684\u3002**\\r\\n\\r\\n## Reality World\u662f\u4ec0\u4e48\uff1f\\r\\n\\r\\n\u5c3d\u7ba1\u8fd9\u4e2a\u95ee\u9898\u56de\u7b54\u8d77\u6765\u5f88\u56f0\u96be\uff0c\u4f46\u6211\u8fd8\u662f\u5fc5\u987b\u8981\u5c1d\u8bd5\u7528\u7b80\u5355\u7684\u51e0\u53e5\u8bdd\u89e3\u91ca\u5b83\uff0c\u5426\u5219\u90fd\u4e0d\u77e5\u9053\u5b83\u662f\u4f55\u7269\uff0c\u6211\u4e3a\u4ec0\u4e48\u8981\u53bb\u5173\u6ce8\u8fd9\u4e2a\u9879\u76ee\u548c\u53c2\u52a0\u8fd9\u6b21\u6d3b\u52a8\u5462\uff1f\\r\\n\\r\\n[Reality World](https://realityworld.com/)\u662f\u4e00\u4e2a\u9762\u5411\u5177\u6709**\u201c\u672a\u6765\u7279\u5f81\u201d**\u5e94\u7528\u7684\u5f00\u53d1\u6846\u67b6\u548c\u8fd0\u884c\u65f6\uff0c\u5f00\u53d1\u6846\u67b6\u662f\u6307\u5b83\u662f\u4e00\u4e2a\u7528\u4e8e\u6784\u5efa\u5e94\u7528\u7684\u5de5\u5177\uff0c\u5c31\u50cf\u4f60\u7528\u6e38\u620f\u5f15\u64ce\u53ef\u4ee5\u6784\u5efa\u6e38\u620f\u7a0b\u5e8f\uff0c\u53ea\u4e0d\u8fc7\u73b0\u5728\u5b83\u8fd8\u4e0d\u652f\u6301\u56fe\u5f62\u548cUI\u663e\u793a\uff0c\u4f46\u662f\u5728\u5c06\u6765\u5b83\u5e94\u8be5\u53ef\u4ee5\u6bd4\u8f83\u7b80\u5355\u5730\u96c6\u6210\u4e00\u4e9b\u6e32\u67d3\u5f15\u64ce\u6216\u8005UI\u6846\u67b6\uff0c\u6bd5\u7adf\u8fd9\u90e8\u5206\u7684\u5185\u5bb9\u548c\u5de5\u4f5c\u6d41\u7a0b\u5927\u90e8\u5206\u662f\u6bd4\u8f83\u6210\u719f\u7684\uff0c\u4e5f\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u628a\u5b83\u5d4c\u5165\u5230\u5df2\u6709\u7684\u6e38\u620f\u6216\u8005\u5e94\u7528\u4e2d\uff0c\u7528\u4e8e\u63d0\u4f9b\u4e00\u4e9b\u989d\u5916\u7684\u529f\u80fd\u3002\\r\\n\\r\\n\u6240\u8c13**\u672a\u6765\u7279\u5f81**\uff0c\u6211\u4eec\u4e3b\u8981\u6307\u4e09\u4e2a\u5c42\u9762\uff0c\u540e\u9762\u4f1a\u6709\u66f4\u591a\u8ba8\u8bba\uff1a\\r\\n\\r\\n- 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World\u7684\u8bbe\u8ba1\u548c\u601d\u8003\u8fc7\u7a0b\u5145\u6ee1\u7740\u5927\u91cf\u7684\u8fd9\u7c7b\u5bf9\u6280\u672f\u7684\u4e0d\u540c\u89e3\u8bfb\uff0c\u76f8\u4fe1\u80fd\u591f\u63d0\u4f9b\u5f88\u591a\u4e0d\u540c\u7684\u542f\u793a\u4ece\u800c\u52a9\u529b\u6211\u4eec\u638c\u63e1\u6280\u672f\u80cc\u540e\u7684\u601d\u60f3\u3002\\r\\n- **\u501f\u52a9\u793e\u533a\u7684\u529b\u91cf\u53bb\u6316\u6398\u8fd9\u79cd\u65b0\u578b\u6280\u672f\u67b6\u6784\u80fd\u591f\u652f\u6491\u7684\u4ea7\u54c1\u5f62\u6001**\uff0c\u6700\u8fd1\u51e0\u5e74\u5173\u4e8eWeb 3.0\u3001\u5143\u5b87\u5b99\u3001\u4ee5\u53ca\u5927\u6a21\u578bAI\u5e94\u7528\u7684\u6301\u7eed\u4e0d\u65ad\u51fa\u73b0\uff0c\u4eba\u4eec\u5bf9\u672a\u6765\u6570\u5b57\u5316\u7684\u9884\u671f\u4f1a\u8d8a\u6765\u8d8a\u5927\uff0c\u672a\u6765\u7684\u6570\u5b57\u5316\u5f62\u6001\u5fc5\u7136\u4f1a\u53d1\u751f\u4e00\u4e9b\u53d8\u5316\u3002\u4f46\u662f\u76ee\u524d\u5f88\u591a\u56e0\u7d20\u7cc5\u5408\u5728\u4e00\u8d77\u4f7f\u5f97\u6211\u4eec\u5f88\u96be\u53bb\u770b\u5230\u6e05\u695a\u7684\u8def\u5f84\uff0c\u8fd9\u91cc\u9762\u5fc5\u7136\u6d89\u53ca\u5230\u5e95\u5c42\u6280\u672f\u4ee5\u53ca\u4e0a\u5c42\u4ea7\u54c1\u5f62\u6001\u7684\u76f8\u4e92\u9a71\u52a8\u53ca\u8fdb\u5316\uff0c\u4efb\u4f55\u5355\u4e00\u5b9e\u4f53\u53ef\u80fd\u90fd\u5f88\u96be\u4ece\u8fd9\u79cd\u8026\u5408\u4e2d\u770b\u5230\u6e05\u6670\u7684\u903b\u8f91\u3002\u6240\u4ee5Reality World\u805a\u7126\u4e8e\u6280\u672f\u7684\u601d\u8003\uff0c\u5e76\u5c06\u8fd9\u4e9b\u601d\u8003\u5168\u90e8\u5f00\u6e90\uff0c\u7136\u540e\u4e0d\u540c\u7684\u884c\u4e1a\u53ef\u4ee5\u5438\u53d6\u8fd9\u79cd\u601d\u8003\u53bb\u878d\u5165\u81ea\u5df1\u7684\u4ea7\u54c1\u601d\u7ef4\uff0c\u8fd9\u6837\u4e5f\u8bb8\u6211\u4eec\u53ef\u4ee5\u5171\u540c\u6765\u7406\u6e05\u672a\u6765\u7684\u601d\u8def\u3002\\r\\n\\r\\n### License\\r\\n\\r\\nReality World\u6240\u6709\u7684\u6e90\u4ee3\u7801\u53ca\u5176\u6280\u672f\u67b6\u6784\u601d\u8def\u5747\u91c7\u7528\u975e\u5e38\u5bbd\u677e\u7684MIT\u5f00\u6e90\u534f\u8bae\uff1a\\r\\n\\r\\n- [MIT license](http://opensource.org/licenses/MIT)\\r\\n\\r\\n## \u5f00\u6e90\u4ec0\u4e48\uff1f\\r\\n\\r\\n\u57fa\u672c\u4e0a\uff0cReality World\u76f8\u5173\u7684\u6240\u6709\u4e00\u5207\u90fd\u4f1a\u5f00\u6e90\uff0c\u5305\u62ec\uff1a\\r\\n\\r\\n- \u6838\u5fc3\u4ee3\u7801\\r\\n- \u6574\u7406\u624b\u7a3f\uff1a\u5927\u698220\u591a\u4e07\u5b57\u6211\u6574\u6574\u4e00\u5e74\u8bb0\u5f55\u7684\u4e00\u4e9b\u601d\u8003\u3001\u53c2\u8003\u4fe1\u606f\u548c\u8d44\u6599\\r\\n- \u67b6\u6784\u6587\u6863\uff1a\u91cd\u65b0\u6574\u7406\u7684\u7cfb\u7edf\u6027\u7684\u6280\u672f\u6587\u6863\uff0c\u5927\u698210\u591a\u4e07\u5b57\\r\\n- \u767d\u76ae\u4e66\\r\\n\\r\\n### \u5f00\u6e90\u4fe1\u606f\\r\\n\\r\\n\u6d3b\u52a8\u7ed3\u675f\u540e\u5c06\u4f1a\u4e0a\u4f20\u4ee3\u7801\uff0c\u4ed3\u5e93\u5730\u5740\uff1a\\r\\n\\r\\nhttps://github.com/Cogine/RealityWorld\\r\\n\\r\\n### \u5f00\u6e90\u793e\u533a\u7fa4\\r\\n\\r\\n\u7531\u4e8e\u4eba\u6570\u95ee\u9898\u4ee5\u53ca\u5e7f\u544a\u592a\u591a\uff0c\u8bf7\u5148\u52a0\u6211\u5fae\u4fe1\u518d\u793e\u533a\u7fa4\uff1aARealityWorld\\r\\n\\r\\n## \u6d3b\u52a8\u4fe1\u606f\\r\\n\\r\\n**\u65f6\u95f4**\uff1a2023.10.22\\r\\n\\r\\n**\u5730\u70b9\uff1a**\u4e0a\u6d77\u5e02\u957f\u5b81\u533a\u957f\u5b81\u8def1189\u53f7  \u957f\u5b81\u6765\u798f\u58eb\u529e\u516c\u697cT2\u5ea726\u697c \u4e9a\u9a6c\u900a\u6f14\u64ad\u5385\\r\\n\\r\\n| \u65f6\u95f4   |   \u5185\u5bb9   |\\r\\n| :----- | ---- |\\r\\n| 13: 20 |   \u7b7e\u5230   |\\r\\n|   14: 00   | \u6280\u672f\u5206\u4eab     |\\r\\n| 17: 00       | \u5f00\u653e\u8ba8\u8bba     |\\r\\n| 18: 00     |  \u6d3b\u52a8\u7ed3\u675f    |\\r\\n\\r\\n## \u8054\u7cfb\u6211\\r\\n\\r\\n\u5206\u4eab\u8005\uff1a\u79e6\u6625\u6797\\r\\n\\r\\nReality World \u521b\u59cb\u4eba\uff0c\u524d\u534e\u4e3a\u6cb3\u56fe\u6838\u5fc3\u6210\u5458\uff0c[\u300a\u5168\u5c40\u5149\u7167\u6280\u672f\u300b](https://github.com/ElvisQin/thegibook)\u300a\u6211\u6240\u7406\u89e3\u7684Cocos2d-x\u300b\u4f5c\u8005\u3002\\r\\n\\r\\n\u81ea\u53bb\u5e74\u4ece\u534e\u4e3a\u79bb\u804c\u72ec\u81ea\u521b\u4e1a\u63a2\u7d22\u4e00\u5e74\u534a\uff0c\u81f4\u529b\u4e8e\u601d\u8003\u548c\u63a2\u7d22\u80fd\u591f\u4e3a\u7528\u6237\u4f53\u9a8c\u548c\u751f\u6d3b\u5e26\u6765\u5168\u65b0\u4ef7\u503c\u7684\u8f6f\u4ef6\u6784\u9020\u65b9\u6cd5\uff0c\u73b0\u5c06\u8fd9\u4e00\u5e74\u7684\u63a2\u7d22\u6beb\u65e0\u4fdd\u7559\u5f00\u6e90\u7ed9\u793e\u533a\uff0c\u6211\u5c06\u75283\u4e2a\u5c0f\u65f6\u975e\u5e38\u7cfb\u7edf\u3001\u5168\u9762\u5730\u5206\u4eab\u6211\u6240\u6709\u7684\u601d\u8003\u548c\u6280\u672f\u7406\u89e3\u3002\\r\\n\\r\\n\u6b22\u8fce\u5404\u4f4d\u670b\u53cb\u4e0e\u6211\u4ea4\u6d41\u548c\u8ba8\u8bba\uff0c\u6211\u7684\u5fae\u4fe1\uff1aARealityWorld\u3002\\r\\n\\r\\n## \u5b98\u7f51\u5730\u5740\\r\\n\\r\\nhttps://realityworld.com/\\r\\n\\r\\n## \u62a5\u540d\u5730\u5740\\r\\n\\r\\nhttps://9371398676573.huodongxing.com/event/1723877940100"},{"id":"conversational-computing","metadata":{"permalink":"/blog/conversational-computing","source":"@site/blog/2023-10-04-conversational-computing/index.md","title":"Conversational computing: a new programming model empower LLM applications","description":"Citation","date":"2023-10-04T00:00:00.000Z","formattedDate":"October 4, 2023","tags":[{"label":"Reality World","permalink":"/blog/tags/reality-world"},{"label":"Cogine","permalink":"/blog/tags/cogine"}],"readingTime":0.28,"hasTruncateMarker":false,"authors":[{"name":"Chunlin Qin","title":"Creator of Reality World","url":"https://github.com/ElvisQin","imageURL":"https://github.com/ElvisQin.png"}],"frontMatter":{"slug":"conversational-computing","title":"Conversational computing: a new programming model empower LLM applications","author":"Chunlin Qin","author_title":"Creator of Reality World","author_url":"https://github.com/ElvisQin","author_image_url":"https://github.com/ElvisQin.png","tags":["Reality World","Cogine"],"hide_table_of_contents":false},"prevItem":{"title":"Reality World \u5f00\u6e90\u6280\u672f\u5206\u4eab\u4f1a","permalink":"/blog/reality-world-open-source-conference"},"nextItem":{"title":"\u5bf9\u672a\u6765\u6570\u5b57\u4e16\u754c\u548c\u8f6f\u4ef6\u6784\u9020\u7684\u601d\u8003","permalink":"/blog/thinking"}},"content":"## Citation\\r\\n\\r\\nCited as:\\r\\n\\r\\n> Qin, Chunlin. (Oct 2023). Conversational computing: a new programming model empower LLM applications. Reality World. https://realityworld.com/blog/conversational-computing.\\r\\n\\r\\nOr\\r\\n\\r\\n```latex\\r\\n@article{qin2023conversational,\\r\\n  title   = \\"Conversational computing: a new programming model empower LLM applications\\",\\r\\n  author  = \\"Qin, Chunlin\\",\\r\\n  journal = \\"Reality World\\",\\r\\n  year    = \\"2023\\",\\r\\n  month   = \\"Oct\\",\\r\\n  url     = \\"https://realityworld.com/blog/conversational-computing\\"\\r\\n}\\r\\n```\\r\\n\\r\\n## References"},{"id":"thinking","metadata":{"permalink":"/blog/thinking","source":"@site/blog/2021-08-26-thinking/index.md","title":"\u5bf9\u672a\u6765\u6570\u5b57\u4e16\u754c\u548c\u8f6f\u4ef6\u6784\u9020\u7684\u601d\u8003","description":"\u7ecf\u8fc7\u6574\u6574\u4e00\u5e74\u7684\u7814\u7a76\u3001\u5b66\u4e60\u3001\u601d\u8003\u3001\u8bbe\u8ba1\u4e0e\u5f00\u53d1\uff0c\u7ec8\u4e8e\u5b8c\u6210\u4e86Reality Create v0.1.0\u7248\u672c\u7684\u5f00\u53d1\uff0c\u5b83\u5b9e\u73b0\u4e86Reality World\u6574\u4e2a\u8ba1\u5212\u4e2d\u6700\u6838\u5fc3\u7684\u8fd0\u884c\u65f6\u539f\u578b\uff0c\u4e5f\u540c\u65f6\u9a8c\u8bc1\u4e86\u6211\u8fd9\u4e00\u5e74\u5bf9\u672a\u6765\u6570\u5b57\u4e16\u754c\u548c\u8f6f\u4ef6\u6784\u9020\u7684\u601d\u8003\u548c\u63a2\u7d22\u7684\u6700\u6838\u5fc3\u90e8\u5206\u3002","date":"2021-08-26T00:00:00.000Z","formattedDate":"August 26, 2021","tags":[{"label":"Reality World","permalink":"/blog/tags/reality-world"}],"readingTime":79.295,"hasTruncateMarker":false,"authors":[{"name":"Chunlin Qin","title":"Creator of Reality World","url":"https://github.com/ElvisQin","imageURL":"https://github.com/ElvisQin.png"}],"frontMatter":{"slug":"thinking","title":"\u5bf9\u672a\u6765\u6570\u5b57\u4e16\u754c\u548c\u8f6f\u4ef6\u6784\u9020\u7684\u601d\u8003","author":"Chunlin Qin","author_title":"Creator of Reality World","author_url":"https://github.com/ElvisQin","author_image_url":"https://github.com/ElvisQin.png","tags":["Reality World"],"hide_table_of_contents":false,"image":"/img/blog/2.jpg"},"prevItem":{"title":"Conversational computing: a new programming model empower LLM applications","permalink":"/blog/conversational-computing"}},"content":"![](images\\\\2.jpg)\\r\\n\\r\\n\u7ecf\u8fc7\u6574\u6574\u4e00\u5e74\u7684\u7814\u7a76\u3001\u5b66\u4e60\u3001\u601d\u8003\u3001\u8bbe\u8ba1\u4e0e\u5f00\u53d1\uff0c\u7ec8\u4e8e\u5b8c\u6210\u4e86Reality Create v0.1.0\u7248\u672c\u7684\u5f00\u53d1\uff0c\u5b83\u5b9e\u73b0\u4e86Reality World\u6574\u4e2a\u8ba1\u5212\u4e2d\u6700\u6838\u5fc3\u7684\u8fd0\u884c\u65f6\u539f\u578b\uff0c\u4e5f\u540c\u65f6\u9a8c\u8bc1\u4e86\u6211\u8fd9\u4e00\u5e74\u5bf9\u672a\u6765\u6570\u5b57\u4e16\u754c\u548c\u8f6f\u4ef6\u6784\u9020\u7684\u601d\u8003\u548c\u63a2\u7d22\u7684\u6700\u6838\u5fc3\u90e8\u5206\u3002\\r\\n\\r\\n\u53ef\u80fd\u6709\u4e00\u4e9b\u670b\u53cb\u5173\u6ce8\u8fc7\u6211\u8fd9\u4e00\u5e74\u4e00\u76f4\u5728\u6298\u817e\u7684Reality World\u521b\u4e1a\u7684\u4e8b\u60c5\uff0c\u7136\u800c\u5f88\u9057\u61be\u7684\u662f\u4e00\u76f4\u6ca1\u6709\u5206\u4eab\u592a\u591a\u5173\u4e8e\u5b83\u7684\u4fe1\u606f\u3002\u4e00\u6765\u662f\u56e0\u4e3a\u5b83\u6240\u6d89\u53ca\u7684\u6280\u672f\u6709\u6bd4\u8f83\u591a\u7684\u521b\u65b0\u5c1d\u8bd5\uff0c\u5728\u8fd8\u6ca1\u6709\u771f\u6b63\u7684\u6280\u672f\u5f00\u53d1\u5b9e\u8df5\u4e4b\u524d\u5bb9\u6613\u5f15\u8d77\u6bd4\u8f83\u591a\u7684\u4e89\u8bae\uff1b\u4e8c\u6765\u662f\u56e0\u4e3a\u53bb\u5e74\u5f97\u5230\u4e86\u4e00\u4e9b\u5927\u8d44\u672c\u6781\u5927\u7684\u5174\u8da3\uff0c\u56e0\u6b64\u6211\u60f3\u7740\u4e00\u9f13\u4f5c\u6c14\u7b49\u62ff\u5230\u6295\u8d44\u4e4b\u540e\u518d\u516c\u5e03\u4e00\u4e9b\u4fe1\u606f\u3002\u5f53\u7136\u56e0\u4e3a\u5404\u79cd\u539f\u56e0\u5230\u73b0\u5728\u4e5f\u8fd8\u6ca1\u6709\u8c08\u5b9a\u6295\u8d44\uff0c\u6240\u4ee5\u8fd1\u51e0\u4e2a\u6708\u6211\u5c31\u5c06\u5168\u90e8\u7cbe\u529b\u7528\u4e8e\u5f00\u53d1\u4e86\u3002\u7ecf\u8fc7\u51e0\u4e2a\u6708\u7684\u8270\u82e6\u594b\u6218\uff0c\u4eca\u5929\u7ec8\u4e8e\u6709\u673a\u4f1a\u53ef\u4ee5\u7ed9\u5927\u5bb6\u5206\u4eab\u4e00\u4e9b\u6211\u7684\u60f3\u6cd5\uff0c\u4ee5\u53ca\u8fd9\u4e00\u5e74\u7684\u63a2\u7d22\u8fc7\u7a0b\u3002\u5f53\u7136Reality World\u8fd8\u5904\u4e8e\u975e\u5e38\u65e9\u671f\u548c\u539f\u578b\u7684\u9636\u6bb5\uff0c\u6211\u9884\u8ba1\u8fd8\u4f1a\u518d\u8fed\u4ee3\u51e0\u4e2a\u7248\u672c\u5230v0.5.0\u5de6\u53f3\u624d\u4f1a\u5f00\u59cb\u6b63\u5f0f\u516c\u5e03\u6216\u8005\u5185\u6d4b\uff0c\u6240\u4ee5\u8fd9\u91cc\u6211\u4e5f\u4e0d\u4f1a\u6d89\u53ca\u592a\u591a\u6280\u672f\u7ec6\u8282\uff0c\u4f46\u662f\u6211\u53ef\u4ee5\u5206\u4eab\u6211\u4eec\u60f3\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\uff0c\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u8981\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u5e76\u5927\u6982\u8bf4\u660e\u4e00\u4e9b\u601d\u8def\uff0c\u8fd9\u6837\u5927\u5bb6\u5e94\u8be5\u80fd\u591f\u521d\u6b65\u4e86\u89e3Reality World\u662f\u4ec0\u4e48\uff0c\u540c\u65f6\u6211\u89c9\u5f97\uff0c\u5bf9\u8fd9\u4e9b\u95ee\u9898\u7684\u601d\u8003\u5176\u5b9e\u662f\u975e\u5e38\u6709\u4ef7\u503c\u7684\u90e8\u5206\u3002\\r\\n\\r\\n## Reality World\u4e0d\u662f\u4ec0\u4e48\uff1f\\r\\n\\r\\n\u7531\u4e8e\u6211\u8fc7\u53bb\u7684\u5de5\u4f5c\u7ecf\u9a8c\u548c\u80cc\u666f\uff0c\u4ee5\u53caReality Create\u4e5f\u5305\u542b\u76843D\u652f\u6301\uff0c\u5728\u6211\u4e0e\u6295\u8d44\u4eba\u6216\u8005\u5176\u4ed6\u670b\u53cb\u4ea4\u6d41\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5927\u5bb6\u666e\u904d\u7684\u5370\u8c61\u662f\u8fd9\u662f\u4e00\u4e2a\u65b0\u7684\u6e38\u620f\u5f15\u64ce\uff0c\u6240\u4ee5\u5927\u5bb6\u7684\u601d\u8def\u5c31\u662f\u4f60\u8ddfUnity\uff0cUnreal Engine\u4ee5\u53ca\u751a\u81f3\u5305\u62ec\u56fd\u5185\u8fd1\u51e0\u5e74\u4e5f\u6709\u5f88\u591a\u6e38\u620f\u5f15\u64ce\u521b\u4e1a\u7684\u4e00\u4e9b\u533a\u522b\u6216\u8005\u8bf4\u7ade\u4e89\u5173\u7cfb\uff0c\u800c\u4f1a\u5ffd\u89c6\u6211\u4eec\u6280\u672f\u4e0a\u53cd\u800c\u662f\u66f4\u52a0\u6838\u5fc3\u548c\u521b\u65b0\u7684\u90e8\u5206\uff0c\u6240\u4ee5\u8fd9\u4e2a\u8bef\u533a\u7684\u6f84\u6e05\u975e\u5e38\u91cd\u8981\uff1a\\r\\n\\r\\n### Reality Create\u7684\u6838\u5fc3\u4e0d\u662f\u4e00\u4e2a\u6e38\u620f\u5f15\u64ce\uff01\\r\\n\\r\\n\u867d\u7136\u6211\u672c\u4eba\u591a\u5e74\u7684\u5de5\u4f5c\u7ecf\u9a8c\u548c\u80cc\u666f\u90fd\u662f\u4e0e\u6e38\u620f\u5f15\u64ce\u548c\u6e32\u67d3\u76f8\u5173\uff0c\u540c\u65f6\u73b0\u4ee3\u6e38\u620f\u5f15\u64ce\u5de5\u4e1a\u7684\u6280\u672f\u4e5f\u5728\u4e0d\u65ad\u53d1\u5c55\uff0c\u4f46\u662f\u6211\u4e00\u76f4\u89c9\u5f97\u5236\u7ea6\u7528\u6237\u968f\u5fc3\u6240\u6b32\u8868\u8fbe\u5185\u5bb9\u548c\u903b\u8f91\u7684\u90e8\u5206\u4e3b\u8981\u8fd8\u662f\u7f16\u7a0b\u8bed\u8a00\u53ca\u5176\u7a0b\u5e8f\u8fd0\u884c\u7684\u673a\u5236\uff0c\u800c\u6e38\u620f\u5f15\u64ce\u67b6\u6784\u548c\u6d41\u7a0b\u672c\u8eab\u867d\u7136\u4e5f\u5f88\u590d\u6742\uff0c\u4f46\u8fd9\u90e8\u5206\u90fd\u662f\u76f8\u5bf9\u6bd4\u8f83\u786e\u5b9a\u7684\uff0c\u4f8b\u5982\u9664\u4e86\u7f16\u7a0b\u90e8\u5206\uff0c\u4e00\u4e9b\u7f8e\u672f\u751a\u81f3\u7b56\u5212\u4e5f\u662f\u80fd\u591f\u6bd4\u8f83\u597d\u7684\u4f7f\u7528\u5f15\u64ce\u7684\u4e00\u4e9b\u76f8\u5173\u529f\u80fd\uff0c\u4f46\u662f\u4e0e\u4e4b\u76f8\u53cd\u7684\u662f\uff0c\u903b\u8f91\u7684\u8868\u8fbe\u548c\u7f16\u7a0b\u901a\u5e38\u8fd8\u662f\u9700\u8981\u4e13\u95e8\u7684\u7a0b\u5e8f\u5458\u3002\u867d\u7136\u4e00\u4e9b\u7279\u5b9a\u7c7b\u578b\u7684\u6e38\u620f\u7cfb\u7edf\u53ef\u4ee5\u901a\u8fc7\u6570\u636e\u9a71\u52a8\u6216\u8005\u914d\u7f6e\u7684\u5f62\u5f0f\u90e8\u5206\u5b9e\u73b0\u975e\u7a0b\u5e8f\u5458\u7684\u903b\u8f91\u7ec4\u7ec7\uff0c\u4f46\u8fd9\u6837\u7684\u67b6\u6784\u8fd8\u662f\u5f88\u96be\u505a\u5230\u901a\u7528\uff0c\u663e\u7136\u6570\u5b57\u4e16\u754c\u8fd8\u6709\u7740\u975e\u5e38\u591a\u7684\u5404\u5f0f\u5404\u6837\u7684\u9700\u6c42\uff0c\u8fd9\u4e9b\u9700\u6c42\u9700\u8981\u4e00\u4e9b\u901a\u7528\u7684\u903b\u8f91\u8868\u8fbe\u80fd\u529b\u3002\\r\\n\\r\\n\u6240\u4ee5Reality World\u7684\u6838\u5fc3\u662f\u4e00\u5957\u8fd0\u884c\u65f6\uff0c\u53ef\u4ee5\u90e8\u5206\u7406\u89e3\u4e3a\u4e00\u4e2a\u865a\u62df\u673a\uff0c\u4f46\u662f\u4e0e\u4f20\u7edf\u5355\u7eaf\u89e3\u91ca\u6e90\u4ee3\u7801\u7684\u7f16\u7a0b\u8bed\u8a00\u7684\u865a\u62df\u673a\u76f8\u6bd4\uff0c\u5b83\u5305\u542b\u4e00\u4e9b\u6e90\u4ee3\u7801\u89e3\u91ca\u7ffb\u8bd1\u4e4b\u5916\u7684\u529f\u80fd\uff0c\u4f8b\u5982\u6743\u9650\u9a8c\u8bc1\u3001\u6c99\u76d2\u5b89\u5168\u4e0e\u4e92\u64cd\u4f5c\u3001\u5206\u5e03\u5f0f\u5185\u5bb9\u5206\u53d1\u4e0e\u540c\u6b65\u3001\u7ec4\u4ef6\u7684\u4f9d\u8d56\u7ba1\u7406\u548c\u52a8\u6001\u52a0\u8f7d\u7b49\u7b49\uff0c\u56e0\u6b64\u53ef\u4ee5\u7406\u89e3\u4e3aReality World\u662f\u4e00\u4e2a\u50cf\u533a\u5757\u94fe\u7c7b\u4f3c\u7684\u5206\u5e03\u5f0f\u7cfb\u7edf\uff1b\u540c\u65f6\uff0c\u5373\u4f7f\u662f\u5728\u6e90\u4ee3\u7801\u7684\u7ffb\u8bd1\u89e3\u91ca\u90e8\u5206\uff0cReality World\u4e5f\u6709\u7740\u5f88\u591a\u533a\u522b\u4e8e\u4f20\u7edf\u52a8\u6001\u8bed\u8a00\u865a\u62df\u673a\u89e3\u91ca\u7684\u6d41\u7a0b\u548c\u67b6\u6784\u3002\\r\\n\\r\\n\u57fa\u4e8e\u8fd9\u5957\u8fd0\u884c\u65f6\u73af\u5883\uff0c\u6211\u4eec\u4f1a\u6784\u5efa3D\u5f15\u64ce\u7684\u80fd\u529b\u4ee5\u4f7f\u7528\u6237\u53ef\u4ee5\u5f00\u53d13D\u5e94\u7528\u7a0b\u5e8f\uff0c\u4f46\u8fd9\u90e8\u5206\u6280\u672f\u8ddf\u4f20\u7edf\u7684\u6e38\u620f\u5f15\u64ce\u4f7f\u7528\u7684\u6280\u672f\u4e0d\u4f1a\u6709\u592a\u5927\u5dee\u5f02\uff0c\u5f53\u7136\u56e0\u4e3a\u8fd0\u884c\u65f6\u73af\u5883\u4e0d\u540c\uff0c\u4e0e\u4e4b\u76f8\u5173\u76843D\u5f15\u64ce\u7684\u67b6\u6784\u548c\u6d41\u7a0b\u80af\u5b9a\u4f1a\u6709\u4e00\u4e9b\u53d8\u5316\uff0c\u6240\u4ee5\u6211\u9884\u671f\u5c06\u6765Reality Create\u7684\u6d41\u7a0b\u5e94\u8be5\u662f\u53ef\u4ee5\u6709\u4e00\u4e9b\u4e0d\u540c\u7684\u521b\u65b0\u4f53\u9a8c\u7684\u3002\\r\\n\\r\\n\u9664\u4e863D\u6e32\u67d3\uff0cReality Create\u7684\u8ba1\u5212\u4e5f\u53ef\u4ee5\u5f00\u53d12D\u5e94\u7528\u7a0b\u5e8f\uff0c\u6240\u4ee5\u6211\u4eec\u662f\u7528\u4e00\u79cd\u7edf\u4e00\u7684\u7f16\u7a0b\u8bed\u8a00\u548c\u8fd0\u884c\u65f6\u73af\u5883\uff0c\u6765\u7edf\u4e003D\u548c\u4f20\u7edf2D\u5e94\u7528\u7a0b\u5e8f\u7684\u5f00\u53d1\u3002\u6240\u4ee5\u5b83\u786e\u5207\u7684\u5b9a\u4f4d\u5e94\u8be5\u662f\u4e00\u4e2a\u57fa\u4e8e\u5206\u5e03\u5f0f\u7684\u3001\u901a\u7528\u7684\u5e94\u7528\u6784\u9020\u548c\u5f00\u53d1\u5e73\u53f0\uff0c\u800c\u4e0d\u5355\u7eaf\u662f\u4e00\u4e2a\u6e38\u620f\u5f15\u64ce\u3002\\r\\n\\r\\n\u4e0e\u4e4b\u76f8\u5173\u7684\u662f\uff0c\\r\\n\\r\\n### Reality World\u5f53\u7136\u4e5f\u4e0d\u662f\u5143\u5b87\u5b99\u9879\u76ee\\r\\n\\r\\n\u4e0d\u7ba1\u600e\u4e48\u5b9a\u4e49\uff0c\u81f3\u5c11\u76ee\u524d\u7684\u5143\u5b87\u5b99\u5927\u90e8\u5206\u90fd\u662f\u504f\u5411\u4e8e3D\uff0c\u7136\u540e\u671f\u671b\u4eba\u4eec\u6709\u4e9b\u66f4\u591a\u6c89\u6d78\u5f0f\u7684\u865a\u62df\u751f\u6d3b\u3002\u8fd9\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u8bf4\u8ddfReality World\u7684\u7406\u5ff5\u751a\u81f3\u662f\u76f8\u53cd\u7684\uff0c\u4ece\u540d\u5b57\u5c31\u53ef\u4ee5\u770b\u51fa\uff0c\u6211\u9009\u62e9Reality\u8fd9\u4e2a\u8bcd\uff0c\u662f\u5e0c\u671b\u6211\u4eec\u80fd\u591f\u5f15\u5bfc\u7528\u6237\u66f4\u591a\u5173\u6ce8\u73b0\u5b9e\uff0cReality 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interoperable system.**\\r\\n\\r\\n\u6216\u8005\uff1a\\r\\n\\r\\n**Interoperating with multi-applications in a modular and composable system.**\\r\\n\\r\\n\u4e5f\u8bb8\u770b\u4e86\u540e\u9762\u7684\u4e00\u4e9b\u4ecb\u7ecd\u4f60\u80fd\u591f\u5927\u6982\u7406\u89e3\u4e0a\u9762\u4e24\u53e5\u8bdd\u7684\u542b\u4e49\\r\\n\\r\\n## \u6784\u5efa\u4e00\u4e2a\u4e92\u64cd\u4f5c\u7684\u6570\u5b57\u4e16\u754c\\r\\n\\r\\n![img](images\\\\3.jpg)\\r\\n\\r\\n\u4e92\u64cd\u4f5c\u662fReality World\u6700\u6838\u5fc3\u7684\u673a\u5236\\r\\n\\r\\n\u6211\u5370\u8c61\u4e2d\uff0c\u5de5\u4e1a\u754c\u548c\u5a92\u4f53\u5f00\u59cb\u771f\u6b63\u8ba8\u8bba\u4e92\u64cd\u4f5c\u6027\u53ca\u5176\u76f8\u5173\u7684\u4e00\u4e9b\u8bba\u636e\uff0c\u5927\u90e8\u5206\u90fd\u6765\u6e90\u4e8eTim Sweeney\u7684\u90a3\u7bc7\u6f14\u8bb2\uff1a[https://dl.acm.org/doi/10.1145/3306307.3339844](https://link.zhihu.com/?target=https%3A//dl.acm.org/doi/10.1145/3306307.3339844)\\r\\n\\r\\n\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u8bf4\uff0cReality World\u7684\u76ee\u6807\u8ddfTim\u7684\u4e00\u4e9b\u63cf\u8ff0\u548c\u613f\u666f\u662f\u76f8\u4f3c\u7684\uff0c\u4f46\u4e5f\u5b58\u5728\u6bd4\u8f83\u5927\u7684\u6839\u672c\u4e0d\u540c\uff0c\u6211\u9996\u5148\u63cf\u8ff0\u8ddfTim\u6f14\u8bb2\u7684\u4e00\u4e9b\u5173\u7cfb\u548c\u903b\u8f91\uff0c\u7136\u540e\u518d\u4ecb\u7ecd\u6211\u4eec\u7684\u601d\u8003\uff0c\u901a\u8fc7\u8fd9\u4e9b\u95ee\u9898\u5c31\u53ef\u4ee5\u6bd4\u8f83\u81ea\u7136\u5730\u7406\u89e3Reality 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Engine\u7684C++\u6216\u8005blueprint\u5f00\u53d1\u7684\u5e94\u7528\u7a0b\u5e8f\u5728\u300a\u5821\u5792\u4e4b\u591c\u300b\u5185\u5b58\u73af\u5883\u4e2d\u8fd0\u884c\uff0cUnreal Engine\u76ee\u524d\u4e5f\u6ca1\u6709\u6bd4\u8f83\u6210\u719f\u7684\u811a\u672c\u7f16\u7a0b\u8bed\u8a00\u65b9\u6848\uff0c\u56e0\u6b64Epic\u9700\u8981\u5f00\u53d1\u4e00\u5957\u65b0\u7684\u811a\u672c\u8bed\u8a00\uff0c\u8fd9\u5c31\u662f\u4eca\u5e74\u65e9\u4e9b\u65f6\u5019\u53d1\u5e03\u7684Verse programming language\u3002Epic\u4e3a\u6b64\u6316\u6765\u4e86Haskell\u7684\u4f5c\u8005Simon Peyton Jones\uff0c\u4ee5\u53ca\u4e4b\u524d\u6536\u8d2d\u7684\u4e00\u4e2a\u4e3aUnreal Engine\u5f00\u53d1\u811a\u672c\u8bed\u8a00\u7684\u56e2\u961fSkookumScript\uff0c\u636e\u8bf4\u8fd8\u6709\u5199V8\u5185\u6838\u7684\u4f5c\u8005\u3002\\r\\n\\r\\n\u5173\u4e8eVerse language\u672c\u8eab\uff0c\u76ee\u524d\u8fd8\u6ca1\u6709\u592a\u591a\u4fe1\u606f\uff0c\u4f46\u662f\u53ef\u4ee5\u60f3\u8c61\u8fd9\u4e2a\u811a\u672c\u8bed\u8a00\u7684\u4f7f\u547d\u4e00\u662f\u4e3a\u300a\u5821\u5792\u4e4b\u591c\u300b\u7684\u521b\u4f5c\u63d0\u4f9b\u4e00\u79cd\u5b89\u5168\u7684\u7f16\u7a0b\u8bed\u8a00\uff0c\u800c\u4e14\u53ef\u4ee5\u60f3\u8c61\u8fd9\u4e2a\u811a\u672c\u8bed\u8a00\u5fc5\u7136\u5305\u542b\u4e00\u5b9a\u7684\u6c99\u76d2\u673a\u5236\uff0c\u6765\u4fdd\u8bc1\u5b89\u5168\u6027\u3002\\r\\n\\r\\n\u534f\u4f5c\u7684\u7b2c\u4e8c\u4e2a\u8981\u6c42\u662f\u4e92\u64cd\u4f5c\uff0c\u4e92\u64cd\u4f5c\u6027\u7684\u5b9a\u4e49\u5982\u4e0b\uff1a\\r\\n\\r\\n> **Interoperability** is a characteristic of a product or system to work with other products or systems\\r\\n\\r\\n\u4e92\u64cd\u4f5c\u901a\u5e38\u662f\u548c\u6807\u51c6\u76f8\u5173\u7684\uff1a\\r\\n\\r\\n> If two or more systems use commondata formatsandcommunication protocolsand are capable of communicating with each other, they exhibit*syntactic interoperability*. XML and SQL are examples of common data formats and 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namespace of our dialect.\\r\\nlet name = \\"toy\\";\\r\\n// The C++ namespace that the dialect class // definition resides in.\\r\\nlet cppNamespace = \\"toy\\";\\r\\n}\\r\\n```\\r\\n\\r\\n\u751f\u6210\u7684C++\u4ee3\u7801\u5982\u4e0b\uff1a\\r\\n\\r\\n```cpp\\r\\nclass ToyDialect : public mlir::Dialect {\\r\\n public:\\r\\nToyDialect(mlir::MLIRContext *context)\\r\\n  : mlir::Dialect(\\"toy\\", context,\\r\\n      mlir::TypeID::get<ToyDialect>()) {\\r\\n  initialize();\\r\\n}\\r\\nstatic llvm::StringRef getDialectNamespace() {\\r\\n  return \\"toy\\";\\r\\n}\\r\\nvoid initialize()\\r\\n```\\r\\n\\r\\n\u8fd9\u6837\u591a\u79cdIR\u5c31\u53ef\u4ee5\u80fd\u591f\u88ab\u8f7b\u6613\u7ec4\u5408\u4f7f\u7528\uff0c\u4f60\u53ef\u4ee5\u9009\u62e9\u793e\u533a\u5404\u79cd\u4e30\u5bcc\u7684\u6a21\u5757\u8fdb\u884c\u7ec4\u5408\uff0c\u6765\u751f\u6210\u7279\u5b9a\u7684\u7f16\u8bd1\u6d41\u7a0b\uff0c\u6240\u4ee5MLIR\u53c8\u79f0\u4f5c\u201c\u751f\u6210\u7f16\u8bd1\u5668\u7684\u7f16\u8bd1\u5668\u201d\u3002\u5b9e\u9645\u4e0a\uff0c\u788e\u7247\u5316\u5728\u5de5\u4e1a\u754c\u662f\u4e00\u4e2a\u5f88\u5927\u7684\u95ee\u9898\uff0c\u6bcf\u5bb6\u516c\u53f8\u5728\u5f00\u53d1\u81ea\u5df1\u7684\u8f6f\u4ef6\u7684\u65f6\u5019\u4e0d\u4f1a\u8003\u8651\u90a3\u4e48\u591a\uff0c\u89c9\u5f97\u6211\u53ea\u8981\u6295\u5165\u7814\u53d1\u8d44\u6e90\u628a\u81ea\u5df1\u8f6f\u4ef6\u505a\u597d\u5c31\u884c\uff0c\u4f46\u662f\u771f\u6b63\u5728\u7528\u6237\u4fa7\u4f7f\u7528\u7684\u65f6\u5019\uff0cTA\u53ef\u80fd\u9700\u8981\u591a\u4e2a\u8f6f\u4ef6\u662f\u53ef\u4ee5\u76f8\u4e92\u534f\u4f5c\u7684\uff0c\u751a\u81f3\u4f60\u7684\u7528\u6237\u53ef\u80fd\u5c31\u662f\u5f00\u53d1\u8005\uff0c\u8fd9\u4e2a\u5f00\u53d1\u8005\u53ef\u80fd\u5e0c\u671b\u4e0d\u540c\u7684\u8f6f\u4ef6\u53ef\u4ee5\u88ab\u66f4\u9ad8\u6548\u7684\u96c6\u6210\u548c\u7ba1\u7406\u3002LLVM\u7684\u4f5c\u8005Chris Lattner\u6700\u65b0\u7684\u521b\u4e1a\u516c\u53f8Modular\u5b9e\u9645\u4e0a\u6838\u5fc3\u5c31\u662f\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4ed6\u7684\u65b0\u7f16\u7a0b\u8bed\u8a00Mojo\uff0c\u9664\u4e86\u4e00\u4e9b\u8bed\u6cd5\u5c42\u9762\u7684\u4f20\u7edf\u4e00\u70b9\u7684\u4e1c\u897f\uff0c\u5f88\u591a\u6838\u5fc3\u80fd\u529b\u90fd\u662f\u6765\u6e90\u4e8e\u5e95\u5c42\u7684MLIR\uff0c\u5176\u4e2dMLIR\u8ddfMojo\u6709\u66f4\u6df1\u5ea6\u7684\u6574\u5408\uff0c\u4f7f\u5f97Mojo\u5177\u6709\u5f88\u5f3a\u7684\u5143\u7f16\u7a0b\u80fd\u529b\u3002Modular\u7684\u6700\u6838\u5fc3\u7684\u903b\u8f91\u5176\u5b9e\u8ddf\u5f53\u5e74\u7684LLVM\u7c7b\u4f3c\uff0c\u89e3\u51b3\u788e\u7247\u5316\u95ee\u9898\uff0c\u5f53\u7136Modular\u6709\u5f88\u591a\u73b0\u5728\u8f6f\u4ef6\u7684\u8fd0\u8425\u601d\u8def\u53ef\u80fd\u4f1a\u5f62\u6210\u66f4\u597d\u7684\u5e73\u53f0\u548c\u751f\u6001\uff0c\u56e0\u6b64\u5b83\u662f\u4e00\u5bb6\u5546\u4e1a\u516c\u53f8\uff0c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\u3002\\r\\n\\r\\n![img](images\\\\modular.png)\\r\\n\\r\\nModular\\r\\n\\r\\n\u4e0a\u8ff0\u7684\u8f6f\u4ef6\u67b6\u6784\u90fd\u4e3a\u89e3\u51b3\u5e94\u7528\u4e4b\u95f4\u4e92\u64cd\u4f5c\u53ca\u5176\u788e\u7247\u5316\u63d0\u4f9b\u4e86\u5f88\u597d\u7684\u601d\u60f3\uff0c\u7136\u800c\u4e3a\u4e86\u66f4\u597d\u7684\u8f6f\u4ef6\u534f\u4f5c\uff0c\u8fd9\u4e9b\u673a\u5236\u8fd8\u4e0d\u591f\u3002\u4e0a\u8ff0\u7684\u8f6f\u4ef6\u90fd\u662f\u6bd4\u8f83\u504f\u5e95\u5c42\u7684\u57fa\u7840\u8f6f\u4ef6\uff0c\u800c\u4e0d\u662f\u9762\u5411\u4e0a\u5c42\u7528\u6237\u4fa7\u7684\uff0c\u56e0\u6b64\u4e0d\u9700\u8981\u8003\u8651\u5f88\u591a\u5176\u4ed6\u95ee\u9898\uff0c\u6bd4\u5982\u6027\u80fd\u548c\u683c\u5f0f\u7684\u8fdb\u5316\u3002\u5f53\u8fdb\u5165\u5230\u4e00\u4e2a\u66f4\u4e0a\u5c42\u7684\u6d88\u8d39\u7aef\u5e94\u7528\uff0c\u9996\u5148\u4e0a\u8ff0\u7684\u65b9\u5f0f\u5728\u4e0d\u540c\u7684\u6a21\u5757\u4e4b\u95f4\u4ea4\u6362\u7684\u90fd\u662f\u6587\u672c\u6570\u636e\uff0c\u5982\u679c\u4f60\u8ba9\u4e00\u4e2a\u5b9e\u65f6\u7684\u6e38\u620f\u5185\u90e8\u7684\u6bcf\u4e00\u6b21\u4e92\u64cd\u4f5c\u90fd\u9700\u8981\u7f16\u89e3\u7801\u6587\u672c\uff0c\u8fd9\u663e\u7136\u662f\u4f1a\u5f71\u54cd\u6027\u80fd\u7684\uff1b\u6b64\u5916\uff0c\u5e94\u7528\u5c42\u7684\u9700\u6c42\u66f4\u5bb9\u6613\u53d8\u5316\uff0c\u5373\u4f7f\u5e73\u53f0\u63d0\u4f9b\u4e86\u4e00\u79cd\u751f\u6210\u7edf\u4e00\u683c\u5f0f\u89e3\u6790\u7684\u4ee3\u7801\u53ca\u5176\u53d1\u73b0\u7684\u673a\u5236\uff0c\u4f46\u662f\u600e\u4e48\u5e94\u5bf9\u8fd9\u4e9b\u683c\u5f0f\u7684\u66f4\u9891\u7e41\u5730\u53d8\u5316\u5462\uff1f\u4e3a\u6b64\uff0cReality World\u5728\u8fd9\u4e9b\u65b9\u9762\u505a\u51fa\u4e86\u4e00\u4e9b\u521b\u65b0\u5c1d\u8bd5\u3002\\r\\n\\r\\n\u7ed3\u5408\u524d\u9762\u8ba8\u8bba\u7684\u6c99\u76d2\u6280\u672f\u3001\u4e92\u64cd\u4f5c\u3001\u788e\u7247\u5316\u7b49\u7b49\u673a\u5236\uff0cReality World\u5e0c\u671b\u80fd\u591f\u901a\u8fc7\u4e00\u4e9b\u521b\u65b0\u63a2\u7d22\uff0c\u6784\u5efa\u8d77\u4e00\u4e2a\u66f4\u597d\u7684\u4e92\u64cd\u4f5c\u5e73\u53f0\uff0c\u4f7f\u5f97\u4e0a\u9762\u7684\u5e94\u7528\u4e4b\u95f4\u53ef\u4ee5\u66f4\u597d\u5730\u534f\u4f5c\uff0c\u5b83\u770b\u8d77\u6765\u50cf\u662f\u57fa\u4e8eOSI\u4e4b\u4e0a\u6dfb\u52a0\u7684\u4e00\u4e2a\u4e92\u64cd\u4f5c\u5c42\uff0c\u5728\u8fd9\u4e2a\u4e92\u64cd\u4f5c\u5c42\u4e2d\uff0c\u5e94\u7528\u7a0b\u5e8f\u64cd\u4f5c\u7684\u662f\u6765\u81ea\u5176\u4ed6\u5e94\u7528\u7684\u5185\u5b58\u6570\u636e\uff0c\u5c31\u50cf\u4f60\u8bbf\u95ee\u81ea\u5df1\u7684\u5185\u5b58\u6570\u636e\u4e00\u6837\u7b80\u5355\uff0c\u5c3d\u7ba1\u8fd9\u4e2a\u6570\u636e\u53ef\u80fd\u6765\u81ea\u4e8e\u5176\u4ed6\u7684\u670d\u52a1\u5668\u3002\\r\\n\\r\\n## \u65b0\u7684\u5e94\u7528\u7a0b\u5e8f\u6784\u9020\u65b9\u6cd5\\r\\n\\r\\n![img](images\\\\pl.jpg)\\r\\n\\r\\nReality 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\u6211\u4e00\u76f4\u4e0d\u559c\u6b22\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u7684\u65b9\u5f0f\\r\\n- \u6211\u66f4\u559c\u6b22\u5f00\u53d1\u80fd\u591f\u7528\u4e8e\u6784\u9020\u8f6f\u4ef6\u7684\u8f6f\u4ef6\\r\\n\\r\\n\u4eca\u5929\uff0cReality World\u7684\u7b2c\u4e8c\u4e2a\u6838\u5fc3\u5173\u6ce8\u70b9\u548c\u57fa\u7840\u5c31\u662f\u5728\u8fd9\u4e24\u4e2a\u65b9\u9762\u505a\u51fa\u4e86\u4e00\u4e9b\u65b0\u7684\u63a2\u7d22\u3002\u4e16\u754c\u4e0a\u53ea\u6709\u5927\u7ea6\u4e0d\u52300.5%\u7684\u4eba\u662f\u4f1a\u7f16\u5199\u4ee3\u7801\u7684\uff0c\u7ea63000\u4e07\u5de6\u53f3\uff0c\u6240\u4ee5\u6570\u5b57\u5316\u8868\u8fbe\u7684\u6f5c\u529b\u8fd8\u8fdc\u8fdc\u6ca1\u6709\u88ab\u53d1\u6325\u51fa\u6765\u3002\u5982\u679c\u6211\u4eec\u5c06\u8fd9\u4e2a\u6570\u5b57\u63d0\u5347\u52305\u4ebf~10\u4ebf\uff0c\u770b\u770b\u8fd8\u6709\u54ea\u4e9b\u53d8\u9769\u9700\u8981\u53d1\u751f\uff0c\u53ef\u80fd\u4e0e\u4f60\u60f3\u8c61\u4e2d\u4e0d\u592a\u4e00\u6837\uff0c\u7f16\u7a0b\u8bed\u8a00\u7684\u8bed\u6cd5\u672c\u8eab\u53ef\u80fd\u5e76\u4e0d\u662f\u5236\u7ea6\u56e0\u7d20\u3002\\r\\n\\r\\n### \u9762\u5411\u5bf9\u8c61\u7684\u672c\u8d28\u662f\u9694\u79bb\\r\\n\\r\\n\u5341\u591a\u5e74\u5de5\u4f5c\u7ecf\u5386\uff0c\u6211\u5199\u8fc7C#\u3001C\u3001C++\u3001Ruby\u3001Lua\u3001Rust\u7b49\uff0c\u4ee5\u53ca\u6700\u8fd1\u4e00\u5e74\u591a\uff0c\u6211\u51e0\u4e4e\u770b\u4e86\u6240\u6709\u80fd\u4e70\u5230\u8ddf\u7f16\u7a0b\u8bed\u8a00\u548c\u7f16\u8bd1\u7b49\u76f8\u5173\u7684\u4e66\u7c4d\uff08\u540e\u9762\u4f1a\u4ecb\u7ecd\uff09\u3002\u5728\u6211\u5199\u8fc7\u7684\u4ee3\u7801\u4e2d\uff0c\u603b\u6709\u4e00\u79cd\u611f\u89c9\uff0c\u4e0d\u7ba1\u6211\u770b\u8fc7\u591a\u5c11\u8bbe\u8ba1\u6a21\u5f0f\u6216\u8005\u67b6\u6784\u76f8\u5173\u7684\u8d44\u6599\uff0c\u6211\u603b\u662f\u89c9\u5f97\u5f88\u96be\u5199\u51fa\u90a3\u79cd\u903b\u8f91\u7ed3\u6784\u7279\u522b\u6e05\u6670\u7684\u67b6\u6784\u548c\u4ee3\u7801\uff0c\u56e0\u6b64\u7f16\u7a0b\u4f53\u9a8c\u50cf\u662f\u603b\u6709\u4e00\u4e2a\u4ec0\u4e48\u4e1c\u897f\uff0c\u5835\u5728\u6211\u7684\u5fc3\u91cc\u3002\\r\\n\\r\\n\u6211\u4eec\u73b0\u4ee3\u7684\u9879\u76ee\u5f00\u53d1\u4f7f\u7528\u7684\u7f16\u7a0b\u8bed\u8a00\uff0c\u6216\u591a\u6216\u5c11\u5927\u90e8\u5206\u662f\u548c\u9762\u5411\u5bf9\u8c61\u76f8\u5173\u7684\uff0c\u5c3d\u7ba1\u770b\u8d77\u6765\u9762\u5411\u5bf9\u8c61\u7684\u672c\u8d28\u662f\u8ba9\u6211\u4eec\u66f4\u597d\u5730\u5c01\u88c5\u5404\u81ea\u6bd4\u8f83\u72ec\u7acb\u7684\u903b\u8f91\uff0c\u4f7f\u5927\u89c4\u6a21\u8f6f\u4ef6\u7ec4\u7ec7\u8d77\u6765\u66f4\u52a0\u8f7b\u677e\uff1a\u4f60\u4e0d\u9700\u8981\u5173\u5fc3\u5176\u4ed6\u5bf9\u8c61\u7684\u5185\u90e8\u903b\u8f91\u5c31\u53ef\u4ee5\u8f7b\u6613\u5730\u548c\u5b83\u4eec\u4e00\u8d77\u7ec4\u5408\u8d77\u6765\u534f\u4f5c\u3002\\r\\n\\r\\n\u7136\u800c\u5b9e\u9645\u4e0a\u5e76\u4e0d\u662f\u8fd9\u6837\uff0c\u5927\u90e8\u5206\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u8bed\u8a00\u4f1a\u8ba9\u4eba\uff08\u7279\u522b\u662f\u521d\u5b66\u8005\uff09\u8bef\u4ee5\u4e3a\u7f16\u7a0b\u5c31\u5e94\u8be5\u8fd9\u6837\uff0c\u5b83\u662f\u5728\u6a21\u62df\u771f\u5b9e\u4e16\u754c\u7684\u8fd0\u884c\u673a\u5236\u3002\u90a3\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5b8c\u7f8e\u7684\u6a21\u578b\u5374\u6ca1\u6709\u4ea7\u751f\u8fd9\u4e48\u5b8c\u7f8e\u7684\u4f53\u9a8c\u5462\uff1f\u76f4\u5230\u6700\u8fd1\u4e00\u5e74\u591a\u5bf9\u9762\u5411\u5bf9\u8c61\u7684\u66f4\u591a\u7406\u89e3\uff08\u7279\u522b\u662fErlang\uff09\u624d\u4f53\u4f1a\u5230\u5176\u4e2d\u4e00\u4e9b\u95ee\u9898\u3002\\r\\n\\r\\n\u77e5\u4e4e \\r\\n\\r\\n[@\u5927\u5bbd\u5bbd](https://www.zhihu.com/people/16d0cb25df98c0c909e60b135a5800c5)\\r\\n\\r\\n \u6709\u4e00\u7bc7\u56de\u7b54\uff1a[\u5982\u4f55\u770b\u5f85Erlang\u4e4b\u7236Joe Armstrong\u89c9\u5f97OO\u7f16\u7a0b\u5f88\u70c2\uff1f](https://www.zhihu.com/question/29888990/answer/703226836)\uff0c\u5176\u4e2d\u5f15\u7528\u5230Erlang\u4e4b\u7236Joe Armstrong\u7684\u4e00\u6bb5\u91c7\u8bbf\uff1a[Ralph Johnson, Joe Armstrong on the State of OOP](https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/)\\r\\n\\r\\n\\r\\n\\r\\n> Alan Kay himself wrote this famous thing and said **\\"The notion of object oriented programming is completely** [misunderstood](https://www.zhihu.com/search?q=misunderstood&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra={\\"sourceType\\"%3A\\"answer\\"%2C\\"sourceId\\"%3A703226836})**. It\'s not about objects and classes, it\'s all about messages**\\". He wrote that and he said that the initial [reaction](https://www.zhihu.com/search?q=reaction&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra={\\"sourceType\\"%3A\\"answer\\"%2C\\"sourceId\\"%3A703226836}) to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.\\r\\n\\r\\nAlan Kay\u8ba4\u4e3aOOP\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u6d88\u606f\uff0c\u4f46\u662f\u8fd9\u6837\u8bf4\u5176\u5b9e\u6211\u4e2a\u4eba\u89c9\u5f97\u5e76\u4e0d\u592a\u597d\u7406\u89e3\u5230\u672c\u8d28\uff0c\u56e0\u4e3a\u6d88\u606f\u66f4\u50cf\u662fOOP\u8fd9\u79cd\u8bbe\u8ba1\u4e0b\u7684\u4e00\u79cd\u673a\u5236\u6216\u7ed3\u679c\uff0c\u800c\u4e0d\u662fOOP\u672c\u8eab\u7684\u5b9a\u4e49\u3002\u6211\u89c9\u5f97OOP\u7684\u672c\u8d28\u5e94\u8be5\u662f\u9694\u79bb\uff0c\u53ea\u6709\u505a\u5230\u771f\u6b63\u7684\u9694\u79bb\uff0c\u624d\u80fd\u771f\u6b63\u964d\u4f4e\u7cfb\u7edf\u7684\u590d\u6742\u5ea6\uff0c\u56e0\u4e3a\u7edd\u5bf9\u7684\u9694\u79bb\u4f7f\u5f97\u4f60\u5b8c\u5168\u4e0d\u9700\u8981\u4e5f\u4e0d\u80fd\u4e86\u89e3\u53e6\u4e00\u4e2a\u7269\u4f53\u5185\u90e8\u7684\u8fd0\u4f5c\uff0c\u4f60\u4eec\u53ea\u9700\u8981\u901a\u8fc7\u4e00\u4e9b\u5916\u5728\u7684\u5c5e\u6027\u8fdb\u884c\u4ea4\u4e92\uff0c\u6211\u4eec\u7684\u5f00\u53d1\u4e5f\u4ec5\u9700\u8981\u4e86\u89e3\u8fd9\u4e9b\u7b80\u5355\u7684\u5916\u5728\u5c5e\u6027\u3002\u73b0\u4ee3\u5927\u90e8\u5206\u7f16\u7a0b\u8bed\u8a00\u66f4\u5f3a\u8c03\u7684\u662fobject\u548cclass\uff0c\u8ba4\u4e3a\u5bf9\u8c61\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u5c01\u88c5\uff0c\u8fd9\u672c\u8eab\u4e5f\u6ca1\u6709\u9519\uff0c\u5c01\u88c5\u7684\u76ee\u7684\u4e5f\u4e00\u5b9a\u662f\u4e3a\u4e86\u8ba9\u522b\u4eba\u4e0d\u9700\u8981\u5173\u6ce8\u4f60\u7684\u5185\u90e8\u7ec6\u8282\uff0c\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u5f88\u591a\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u8bed\u8a00\u5ffd\u7565\u4e86\u9694\u79bb\u7684\u610f\u4e49\uff0c\u4e3a\u4e86\u65b9\u4fbf\u7a0b\u5e8f\u5458\u66f4\u7075\u6d3b\u76f4\u63a5\u5730\u83b7\u53d6\u6570\u636e\u548c\u65b9\u6cd5\uff0c\u63d0\u4f9b\u4e00\u4e9b\u673a\u5236\uff0c\u4f7f\u5f97\u4e00\u4e2a\u5bf9\u8c61\u53ef\u4ee5\u5f88\u8f7b\u6613\u5730\u8bbf\u95ee\u5230\u53e6\u4e00\u4e2a\u5bf9\u8c61\u5185\u90e8\u7684\u3001\u8ddf\u5176\u5185\u90e8\u8fd0\u4f5c\u76f8\u5173\u7684\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u539f\u672c\u662f\u9700\u8981\u7edd\u5bf9\u9694\u79bb\u7684\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5c31\u4f7f\u5f97\u9694\u79bb\u5931\u53bb\u4e86\u610f\u4e49\uff0c\u5c3d\u7ba1\u6211\u4eec\u53ef\u4ee5\u6307\u5b9a\u89c4\u8303\u8981\u6c42\u81ea\u5df1\u4ee5\u5bf9\u8c61\u4e3a\u5355\u4f4d\u8fdb\u884c\u7edd\u5bf9\u9694\u79bb\uff0c\u4f46\u662f\u5927\u90e8\u5206\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5f88\u96be\u505a\u5230\u4e00\u4e2a\u5f88\u597d\u7684\u8bbe\u8ba1\uff0c\u6700\u540e\u7684\u7ed3\u679c\u662f\u7a0b\u5e8f\u5185\u90e8\u5bf9\u8c61\u4e4b\u95f4\u76f8\u4e92\u8026\u5408\u592a\u591a\uff0c\u4e0d\u7ba1\u662f\u7ba1\u7406\u3001\u7ef4\u62a4\u3001\u7406\u89e3\u8d77\u6765\u90fd\u662f\u82b1\u8d39\u5f88\u5927\u7684\u7cbe\u529b\u3002\\r\\n\\r\\n![img](images\\\\Robert_Virding_and_Joe_Armstrong.jpg)\\r\\n\\r\\nErlang\u4e4b\u7236Joe Armstrong\uff08\u53f3\uff09\\r\\n\\r\\nErlang\u5c31\u91c7\u7528\u4e86\u4e00\u79cd\u4e0d\u540c\u7684\u673a\u5236\uff0c\u5b83\u4ece\u8bed\u8a00\u4f53\u7cfb\u4e0a\u5c31\u4e0d\u5141\u8bb8\u5bf9\u8c61\u4e4b\u95f4\u80fd\u591f\u76f4\u63a5\u8bbf\u95ee\u5185\u90e8\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u6bcf\u4e2a\u51fd\u6570\u90fd\u5206\u914d\u4e3a\u72ec\u7acb\u7684\u7ebf\u7a0b\uff0c\u7ebf\u7a0b\u4e4b\u95f4\u53ea\u80fd\u901a\u8fc7\u6d88\u606f\u8fdb\u884c\u4f20\u9012\u548c\u8054\u7cfb\uff0c\u8fd9\u6837\u7a0b\u5e8f\u5458\u5c31\u5f88\u96be\u5199\u51fa\u8026\u5408\u6bd4\u8f83\u6df1\u7684\u4ee3\u7801\uff0c\u540c\u65f6\u8fd9\u79cd\u9694\u79bb\u5bf9\u5e76\u884c\u8ba1\u7b97\u548c\u5206\u5e03\u5f0f\u4e5f\u5e26\u6765\u4e86\u597d\u5904\u3002\u6240\u4ee5Joe Armstrong\u8bf4\uff0c\u6839\u636eAlan Kay\u7684\u63cf\u8ff0\uff0cErlang\u53ef\u80fd\u662f\u552f\u4e00\u771f\u6b63\u9762\u5411\u5bf9\u8c61\u7684\u7f16\u7a0b\u8bed\u8a00\uff1a\\r\\n\\r\\n> Erlang has got all these things. It\'s got isolation, it\'s got polymorphism and it\'s got pure messaging. From that point of view, we might say it\'s the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are 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World\u5728\u8fd9\u4e24\u4e2a\u65b9\u9762\u90fd\u505a\u4e86\u4e00\u4e9b\u521b\u65b0\u5c1d\u8bd5\uff0c\u4f7f\u5f97\u5f00\u53d1\u8005\u65e2\u53ef\u4ee5\u50cf\u4f20\u7edf\u7684\u5c40\u90e8\u53d8\u91cf\u4e00\u6837\u53bb\u65b9\u9762\u5176\u5b83\u5bf9\u8c61\u7684\u6570\u636e\uff0c\u53c8\u53ef\u4ee5\u50cfErlang\u4e00\u6837\u62e5\u6709\u7edd\u5bf9\u7684\u9694\u79bb\uff0c\u8fd9\u79cd\u9694\u79bb\u5e26\u6765\u7f16\u7a0b\u590d\u6742\u5ea6\u4e0a\u7684\u51cf\u5c11\uff0c\u964d\u4f4e\u7f16\u7a0b\u95e8\u69db\u3002\\r\\n\\r\\n### 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diff --git a/assets/js/c6a65125.80345f31.js b/assets/js/c6a65125.80345f31.js
new file mode 100644
index 0000000..c1526cf
--- /dev/null
+++ b/assets/js/c6a65125.80345f31.js
@@ -0,0 +1 @@
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dialect.\n    ...\n}];\n  // The namespace of our dialect.\nlet name = "toy";\n// The C++ namespace that the dialect class // definition resides in.\nlet cppNamespace = "toy";\n}\n')),(0,a.kt)("p",null,"\u751f\u6210\u7684C++\u4ee3\u7801\u5982\u4e0b\uff1a"),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-cpp"},'class ToyDialect : public mlir::Dialect {\n public:\nToyDialect(mlir::MLIRContext *context)\n  : mlir::Dialect("toy", context,\n      mlir::TypeID::get<ToyDialect>()) {\n  initialize();\n}\nstatic llvm::StringRef getDialectNamespace() {\n  return "toy";\n}\nvoid initialize()\n')),(0,a.kt)("p",null,"\u8fd9\u6837\u591a\u79cdIR\u5c31\u53ef\u4ee5\u80fd\u591f\u88ab\u8f7b\u6613\u7ec4\u5408\u4f7f\u7528\uff0c\u4f60\u53ef\u4ee5\u9009\u62e9\u793e\u533a\u5404\u79cd\u4e30\u5bcc\u7684\u6a21\u5757\u8fdb\u884c\u7ec4\u5408\uff0c\u6765\u751f\u6210\u7279\u5b9a\u7684\u7f16\u8bd1\u6d41\u7a0b\uff0c\u6240\u4ee5MLIR\u53c8\u79f0\u4f5c\u201c\u751f\u6210\u7f16\u8bd1\u5668\u7684\u7f16\u8bd1\u5668\u201d\u3002\u5b9e\u9645\u4e0a\uff0c\u788e\u7247\u5316\u5728\u5de5\u4e1a\u754c\u662f\u4e00\u4e2a\u5f88\u5927\u7684\u95ee\u9898\uff0c\u6bcf\u5bb6\u516c\u53f8\u5728\u5f00\u53d1\u81ea\u5df1\u7684\u8f6f\u4ef6\u7684\u65f6\u5019\u4e0d\u4f1a\u8003\u8651\u90a3\u4e48\u591a\uff0c\u89c9\u5f97\u6211\u53ea\u8981\u6295\u5165\u7814\u53d1\u8d44\u6e90\u628a\u81ea\u5df1\u8f6f\u4ef6\u505a\u597d\u5c31\u884c\uff0c\u4f46\u662f\u771f\u6b63\u5728\u7528\u6237\u4fa7\u4f7f\u7528\u7684\u65f6\u5019\uff0cTA\u53ef\u80fd\u9700\u8981\u591a\u4e2a\u8f6f\u4ef6\u662f\u53ef\u4ee5\u76f8\u4e92\u534f\u4f5c\u7684\uff0c\u751a\u81f3\u4f60\u7684\u7528\u6237\u53ef\u80fd\u5c31\u662f\u5f00\u53d1\u8005\uff0c\u8fd9\u4e2a\u5f00\u53d1\u8005\u53ef\u80fd\u5e0c\u671b\u4e0d\u540c\u7684\u8f6f\u4ef6\u53ef\u4ee5\u88ab\u66f4\u9ad8\u6548\u7684\u96c6\u6210\u548c\u7ba1\u7406\u3002LLVM\u7684\u4f5c\u8005Chris 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Armstrong\u5728\u4e00\u6b21\u91c7\u8bbf\u4e2d\uff08",(0,a.kt)("a",{parentName:"p",href:"https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/"},"Ralph Johnson, Joe Armstrong on the State of OOP")," \uff09\u8bb2\u5230\uff1a"),(0,a.kt)("blockquote",null,(0,a.kt)("p",{parentName:"blockquote"},"Alan Kay himself wrote this famous thing and said ",(0,a.kt)("strong",{parentName:"p"},'"The notion of object oriented programming is completely')," ",(0,a.kt)("a",{parentName:"p",href:"https://www.zhihu.com/search?q=misunderstood&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D"},"misunderstood"),(0,a.kt)("strong",{parentName:"p"},". It's not about objects and classes, it's all about messages"),'". He wrote that and he said that the initial ',(0,a.kt)("a",{parentName:"p",href:"https://www.zhihu.com/search?q=reaction&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D"},"reaction")," to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.")),(0,a.kt)("p",null,"Alan Kay\u8ba4\u4e3aOOP\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u6d88\u606f\uff0c\u4f46\u662f\u8fd9\u6837\u8bf4\u5176\u5b9e\u6211\u4e2a\u4eba\u89c9\u5f97\u5e76\u4e0d\u592a\u597d\u7406\u89e3\u5230\u672c\u8d28\uff0c\u56e0\u4e3a\u6d88\u606f\u66f4\u50cf\u662fOOP\u8fd9\u79cd\u8bbe\u8ba1\u4e0b\u7684\u4e00\u79cd\u673a\u5236\u6216\u7ed3\u679c\uff0c\u800c\u4e0d\u662fOOP\u672c\u8eab\u7684\u5b9a\u4e49\u3002\u6211\u89c9\u5f97OOP\u7684\u672c\u8d28\u5e94\u8be5\u662f\u9694\u79bb\uff0c\u53ea\u6709\u505a\u5230\u771f\u6b63\u7684\u9694\u79bb\uff0c\u624d\u80fd\u771f\u6b63\u964d\u4f4e\u7cfb\u7edf\u7684\u590d\u6742\u5ea6\uff0c\u56e0\u4e3a\u7edd\u5bf9\u7684\u9694\u79bb\u4f7f\u5f97\u4f60\u5b8c\u5168\u4e0d\u9700\u8981\u4e5f\u4e0d\u80fd\u4e86\u89e3\u53e6\u4e00\u4e2a\u7269\u4f53\u5185\u90e8\u7684\u8fd0\u4f5c\uff0c\u4f60\u4eec\u53ea\u9700\u8981\u901a\u8fc7\u4e00\u4e9b\u5916\u5728\u7684\u5c5e\u6027\u8fdb\u884c\u4ea4\u4e92\uff0c\u6211\u4eec\u7684\u5f00\u53d1\u4e5f\u4ec5\u9700\u8981\u4e86\u89e3\u8fd9\u4e9b\u7b80\u5355\u7684\u5916\u5728\u5c5e\u6027\u3002\u73b0\u4ee3\u5927\u90e8\u5206\u7f16\u7a0b\u8bed\u8a00\u66f4\u5f3a\u8c03\u7684\u662fobject\u548cclass\uff0c\u8ba4\u4e3a\u5bf9\u8c61\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u5c01\u88c5\uff0c\u8fd9\u672c\u8eab\u4e5f\u6ca1\u6709\u9519\uff0c\u5c01\u88c5\u7684\u76ee\u7684\u4e5f\u4e00\u5b9a\u662f\u4e3a\u4e86\u8ba9\u522b\u4eba\u4e0d\u9700\u8981\u5173\u6ce8\u4f60\u7684\u5185\u90e8\u7ec6\u8282\uff0c\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u5f88\u591a\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u8bed\u8a00\u5ffd\u7565\u4e86\u9694\u79bb\u7684\u610f\u4e49\uff0c\u4e3a\u4e86\u65b9\u4fbf\u7a0b\u5e8f\u5458\u66f4\u7075\u6d3b\u76f4\u63a5\u5730\u83b7\u53d6\u6570\u636e\u548c\u65b9\u6cd5\uff0c\u63d0\u4f9b\u4e00\u4e9b\u673a\u5236\uff0c\u4f7f\u5f97\u4e00\u4e2a\u5bf9\u8c61\u53ef\u4ee5\u5f88\u8f7b\u6613\u5730\u8bbf\u95ee\u5230\u53e6\u4e00\u4e2a\u5bf9\u8c61\u5185\u90e8\u7684\u3001\u8ddf\u5176\u5185\u90e8\u8fd0\u4f5c\u76f8\u5173\u7684\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u539f\u672c\u662f\u9700\u8981\u7edd\u5bf9\u9694\u79bb\u7684\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5c31\u4f7f\u5f97\u9694\u79bb\u5931\u53bb\u4e86\u610f\u4e49\uff0c\u5c3d\u7ba1\u6211\u4eec\u53ef\u4ee5\u6307\u5b9a\u89c4\u8303\u8981\u6c42\u81ea\u5df1\u4ee5\u5bf9\u8c61\u4e3a\u5355\u4f4d\u8fdb\u884c\u7edd\u5bf9\u9694\u79bb\uff0c\u4f46\u662f\u5927\u90e8\u5206\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5f88\u96be\u505a\u5230\u4e00\u4e2a\u5f88\u597d\u7684\u8bbe\u8ba1\uff0c\u6700\u540e\u7684\u7ed3\u679c\u662f\u7a0b\u5e8f\u5185\u90e8\u5bf9\u8c61\u4e4b\u95f4\u76f8\u4e92\u8026\u5408\u592a\u591a\uff0c\u4e0d\u7ba1\u662f\u7ba1\u7406\u3001\u7ef4\u62a4\u3001\u7406\u89e3\u8d77\u6765\u90fd\u662f\u82b1\u8d39\u5f88\u5927\u7684\u7cbe\u529b\u3002"),(0,a.kt)("p",null,"Erlang\u5c31\u91c7\u7528\u4e86\u4e00\u79cd\u4e0d\u540c\u7684\u673a\u5236\uff0c\u5b83\u4ece\u8bed\u8a00\u4f53\u7cfb\u4e0a\u5c31\u4e0d\u5141\u8bb8\u5bf9\u8c61\u4e4b\u95f4\u80fd\u591f\u76f4\u63a5\u8bbf\u95ee\u5185\u90e8\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u6bcf\u4e2a\u51fd\u6570\u90fd\u5206\u914d\u4e3a\u72ec\u7acb\u7684\u7ebf\u7a0b\uff0c\u7ebf\u7a0b\u4e4b\u95f4\u53ea\u80fd\u901a\u8fc7\u6d88\u606f\u8fdb\u884c\u4f20\u9012\u548c\u8054\u7cfb\uff0c\u8fd9\u6837\u7a0b\u5e8f\u5458\u5c31\u5f88\u96be\u5199\u51fa\u8026\u5408\u6bd4\u8f83\u6df1\u7684\u4ee3\u7801\uff0c\u540c\u65f6\u8fd9\u79cd\u9694\u79bb\u5bf9\u5e76\u884c\u8ba1\u7b97\u548c\u5206\u5e03\u5f0f\u4e5f\u5e26\u6765\u4e86\u597d\u5904\u3002\u6240\u4ee5Joe Armstrong\u8bf4\uff0c\u6839\u636eAlan Kay\u7684\u63cf\u8ff0\uff0cErlang\u53ef\u80fd\u662f\u552f\u4e00\u771f\u6b63\u9762\u5411\u5bf9\u8c61\u7684\u7f16\u7a0b\u8bed\u8a00\uff1a"),(0,a.kt)("blockquote",null,(0,a.kt)("p",{parentName:"blockquote"},"Erlang has got all these things. It's got isolation, it's got polymorphism and it's got pure messaging. From that point of view, we might say it's the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are 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complex system is a system composed of many components which may interact with each other. Examples of complex systems are Earth's global climate, organisms, the human brain, infrastructure such as power grid, transportation or communication systems, complex software and electronic systems, social and economic organizations (like cities), an ecosystem, a living cell, and ultimately the entire universe.")),(0,a.kt)("p",null,"Complex systems are ",(0,a.kt)("a",{parentName:"p",href:"https://en.wikipedia.org/wiki/System"},"systems"),' whose behavior is intrinsically difficult to model due to the dependencies, competitions, relationships, or other types of interactions between their parts or between a given system and its environment. Systems that are "',(0,a.kt)("a",{parentName:"p",href:"https://en.wikipedia.org/wiki/Complexity"},"complex"),'" have distinct properties that arise from these relationships, such as ',(0,a.kt)("a",{parentName:"p",href:"https://en.wikipedia.org/wiki/Nonlinear_system"},"nonlinearity"),", ",(0,a.kt)("a",{parentName:"p",href:"https://en.wikipedia.org/wiki/Emergence"},"emergence"),", ",(0,a.kt)("a",{parentName:"p",href:"https://en.wikipedia.org/wiki/Spontaneous_order"},"spontaneous order"),", ",(0,a.kt)("a",{parentName:"p",href:"https://en.wikipedia.org/wiki/Complex_adaptive_system"},"adaptation"),", and ",(0,a.kt)("a",{parentName:"p",href:"https://en.wikipedia.org/wiki/Feedback"},"feedback loops"),", among others. Because such systems appear in a wide variety of fields, the commonalities among them have become the topic of their independent area of research. In many cases, it is useful to represent such a system as a network where the nodes represent the components and links to their 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DOTS"),"\u6216",(0,a.kt)("a",{parentName:"p",href:"https://bevyengine.org/learn/book/getting-started/ecs/"},"Bevy ECS"),"\u67b6\u6784\u4e2d\uff0c\u5728\u8fd9\u4e9bECS\u67b6\u6784\uff0c\u7ec4\u4ef6\u7684\u6570\u636e\u548c\u529f\u80fd\u88ab\u5206\u79bb\u5f00\u6765\uff0c\u5206\u522b\u5bf9\u5e94Component\u548cSystem\uff0c\u6bcf\u4e2aSystem\u5bf9\u6570\u636e\u7684\u4f7f\u7528\uff0c\u7531\u4e0a\u9762\u90a3\u79cd\u81ea\u5df1\u9700\u8981\u901a\u8fc7\u5168\u5c40\u5171\u4eab\u7684manager\u53d8\u91cf\u53bb\u67e5\u8be2\u83b7\u53d6\uff0c\u6539\u53d8\u4e3a\u901a\u8fc7\u4e00\u4e2aquery\u53c2\u6570\u6765\u58f0\u660e\u5bf9\u6570\u636e\u7684\u9700\u6c42\uff0c\u4f8b\u5982\u5982\u4e0b\u7684System\u58f0\u660e\u5b83\u9700\u8981\u4f7f\u7528Transform\u6570\u636e\uff1a"),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-rust"},'fn print_position_system(query: Query<&Transform>) {\n    for transform in &query {\n        println!("position: {:?}", transform.translation);\n    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Simon")," \u5c31\u662f\u6700\u65e9\u5bf9\u590d\u6742\u7cfb\u7edf\u7684\u67b6\u6784\u8fdb\u884c\u5206\u6790\u7684\u79d1\u5b66\u5bb6\uff0c\u5728\u4ed6\u7684\u8457\u4f5c\u300a",(0,a.kt)("em",{parentName:"p"},(0,a.kt)("a",{parentName:"em",href:"https://en.wikipedia.org/wiki/The_Sciences_of_the_Artificial"},"The Sciences of the Artificial")),"\u300b\u5c31\u5927\u91cf\u4f7f\u7528\u590d\u6742\u7cfb\u7edf\u7684\u89c6\u89d2\u6765\u5206\u6790\u6240\u6709\u7531\u4eba\u7c7b\u53c2\u4e0e\u7684\u4eba\u5de5\u7cfb\u7edf\u3002\u4ed6\u63d0\u51fa\u4e86\u4e00\u4e9b\u6784\u5efa\u8fd9\u79cd\u7cfb\u7edf\u7684\u539f\u5219\u3001\u65b9\u6cd5\u548c\u601d\u7ef4\uff0c\u6bd4\u5982\u901a\u8fc7\u76ee\u6807\u3001\u754c\u9762\u548c\u73af\u5883\u7684\u5173\u7cfb\u6765\u63cf\u8ff0\u4eba\u5de5\u7cfb\u7edf\uff0c\u5176\u4e2d\u7684\u754c\u9762\u5176\u5b9e\u5c31\u76f8\u5f53\u4e8e\u5b50\u7cfb\u7edf\u4e4b\u95f4\u7684\u8fb9\u754c\uff0c\u754c\u9762\u5185\u90e8\u7684\u5c31\u662f\u5185\u90e8\u529f\u80fd\uff0c\u7cfb\u7edf\u9762\u5bf9\u7684\u5916\u90e8\u73af\u5883\u5c31\u662f\u5176\u4ea4\u4e92\u90e8\u5206\uff0c\u800c\u76ee\u6807\u6765\u6e90\u4e8e\u8fdb\u5316\u8bba\u91cc\u9762\u7684\u9009\u62e9\u3002\u8fd9\u4e9b\u7814\u7a76\u5de5\u4f5c\u4e5f\u4e3a\u540e\u6765\u7684\u590d\u6742\u7cfb\u7edf\u5728\u5de5\u7a0b\u4e0a\u5b9e\u65bd\u63d0\u4f9b\u4e86\u8bb8\u591a\u5b9d\u8d35\u7684\u4ef7\u503c\u3002"),(0,a.kt)("p",null,"\u7136\u800c\uff0c\u6700\u8fd1\u51e0\u5341\u5e74\u6765\uff0c\u5c3d\u7ba1\u968f\u7740\u751f\u7269\u5b66\u3001\u7269\u7406\u3001\u5316\u5b66\u7b49\u5b66\u79d1\u7684\u98de\u901f\u53d1\u5c55\u7ed9\u590d\u6742\u7cfb\u7edf\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u5f88\u591a\u4f9d\u636e\uff0c\u4f46\u662f\u4eba\u4eec\u81f3\u4eca\u4f9d\u7136\u6ca1\u6709\u627e\u5230\u5173\u4e8e\u590d\u6742\u7cfb\u7edf\u7684\u7edf\u4e00\u7684\u6570\u5b66\u7406\u8bba\u3002\u66f4\u591a\u7684\u7814\u7a76\u8005\u90fd\u504f\u5411\u4e8e\u590d\u6742\u7cfb\u7edf\u53ef\u80fd\u6ca1\u6709\u50cf\u5176\u5b83\u81ea\u7136\u79d1\u5b66\u4e00\u6837\u5177\u6709\u6bd4\u8f83\u660e\u786e\u7684\u7edf\u4e00\u7684\u6570\u5b66\u7406\u8bba\u3002\u66f4\u591a\u662f\u4ece\u590d\u6742\u7cfb\u7edf\u7684\u4e00\u4e9b\u6bd4\u8f83\u5177\u6709\u5171\u6027\u7684\u4e00\u4e9b\u7279\u5f81\u53bb\u7814\u7a76\u548c\u4f7f\u7528\u590d\u6742\u7cfb\u7edf\u3002"),(0,a.kt)("p",null,"\u5206\u5b50\u751f\u7269\u5b66John E Mayfield\u5728\u4ed6\u7684\u8457\u4f5c\u300aThe Engine of Complexity: Evolution as Computation\u300b\u4e2d\u63d0\u51fa\u4e86\u4e00\u79cd\u5173\u4e8e\u590d\u6742\u7cfb\u7edf\u7684\u89e3\u91ca\uff0c\u5373\u5c06\u8fdb\u5316\u770b\u4f5c\u4e00\u79cd\u8ba1\u7b97\uff0c\u8fd9\u6837\u8ba1\u7b97\u5c31\u662f\u6240\u6709\u590d\u6742\u7cfb\u7edf\u80cc\u540e\u7684\u5f15\u64ce\u3002\u8fd9\u672c\u4e66\u7684 ",(0,a.kt)("a",{parentName:"p",href:"https://www.amazon.com/stores/author/B00DO8488U/about"},"\u4f5c\u8005\u4ecb\u7ecd")," \u5982\u4e0b\uff1a"),(0,a.kt)("blockquote",null,(0,a.kt)("p",{parentName:"blockquote"},"From an early age John E Mayfield was fascinated with science of all kinds. This broad interest led to a BA in physics, a PhD in biophysics, and an academic career in the area of molecular biology. In the late 1990s he was introduced to evolutionary computer algorithms and became fascinated by the relationships between biological evolution and computer based evolution and more generally in the linkages between computation and biological process. The Engine of Complexity, Evolution as Computation is based on his consequent studies. The book shows how biological evolution is a special case of a more general computational notion of evolution, and how that general view of evolution explains not only how life is possible but also how human technology and most or all complex outcomes of human society are possible. It is his first book.")),(0,a.kt)("p",null,"John E 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u53ef\u4ee5\u6839\u636e\u7c7b\u578b\u4fe1\u606f\u63d0\u524d\u68c0\u67e5\u51fa\u6765")),(0,a.kt)("p",null,"\u52a8\u6001\u6388\u6743\u5f88\u91cd\u8981\uff0c\u5982\u679c\u6ca1\u6709\u8fd9\u4e2a\u63a7\u5236\uff0c\u53ea\u662f\u5728Actor\u4e4b\u95f4\u4f20\u9012\u5b57\u7b26\u4e32\uff0c\u610f\u5473\u7740\u67d0\u4e2aActor\u88ab\u6267\u884c\uff0c\u5c31\u65e0\u6cd5\u63a7\u5236\u5b83\u8bbf\u95ee\u6570\u636e\u3002"),(0,a.kt)("h3",{id:"\u5efa\u7acb\u4e00\u4e2a\u4e92\u64cd\u4f5c\u62bd\u8c61"},"\u5efa\u7acb\u4e00\u4e2a\u4e92\u64cd\u4f5c\u62bd\u8c61"),(0,a.kt)("p",null,"\u903b\u8f91\u62bd\u8c61\uff0c\u4e0d\u6d89\u53ca\u7f16\u7a0b\u8bed\u8a00\u4e0e\u7f16\u8bd1\u5668\u5f00\u53d1"),(0,a.kt)("h3",{id:"\u7b80\u5316\u6570\u636e\u83b7\u53d6"},"\u7b80\u5316\u6570\u636e\u83b7\u53d6"),(0,a.kt)("h3",{id:"\u7b80\u5316\u7a0b\u5e8f\u7ed3\u6784"},"\u7b80\u5316\u7a0b\u5e8f\u7ed3\u6784"),(0,a.kt)("h3",{id:"\u590d\u6742\u7cfb\u7edf\u7531\u4e3b\u52a8\u5230\u88ab\u52a8\u81ea\u52a8\u8fd0\u884c"},"\u590d\u6742\u7cfb\u7edf\uff1a\u7531\u4e3b\u52a8\u5230\u88ab\u52a8\u81ea\u52a8\u8fd0\u884c"),(0,a.kt)("p",null,"\u5c40\u90e8\u9a71\u52a8"),(0,a.kt)("p",null,"\u5e94\u7528\u7531\u4e3b\u52a8\u6267\u884c\u5230\u88ab\u52a8\u6301\u7eed\u6267\u884c\uff0c\u8ddf\u7528\u6237\u7684\u4e3b\u52a8\u8f93\u5165\u4e0d\u662f\u540c\u6b65\u7684\uff0c\u53ef\u80fd\u662f\u81ea\u52a8\u6267\u884c\u7684\uff0c\u7528\u6237\u600e\u4e48\u611f\u77e5\u7cfb\u7edf\u53d8\u5316\u72b6\u6001"),(0,a.kt)("blockquote",null,(0,a.kt)("p",{parentName:"blockquote"},"\u5e94\u7528\u7531\u4e3b\u52a8\u6267\u884c\u5230\u88ab\u52a8\u6301\u7eed\u6267\u884c\uff0c\u8ddf\u7528\u6237\u7684\u4e3b\u52a8\u8f93\u5165\u4e0d\u662f\u540c\u6b65\u7684\uff0c\u53ef\u80fd\u662f\u81ea\u52a8\u6267\u884c\u7684\uff0c\u7528\u6237\u600e\u4e48\u611f\u77e5\u7cfb\u7edf\u53d8\u5316\u72b6\u6001"),(0,a.kt)("p",{parentName:"blockquote"},(0,a.kt)("a",{parentName:"p",href:"https://www.zhihu.com/question/26387327/answer/3158798538"},"https://www.zhihu.com/question/26387327/answer/3158798538"))),(0,a.kt)("h3",{id:"\u975e\u4e2d\u5fc3\u5316\u7684\u7cfb\u7edf\u4ea4\u4e92"},"\u975e\u4e2d\u5fc3\u5316\u7684\u7cfb\u7edf\u4ea4\u4e92"),(0,a.kt)("h3",{id:"\u865a\u62df\u673a-1"},"\u865a\u62df\u673a"),(0,a.kt)("h4",{id:"\u5b57\u8282\u7801"},"\u5b57\u8282\u7801"),(0,a.kt)("p",null,"\u672c\u8d28\u4e0a\u7ed3\u6784\u8ddfWasm\u76f8\u4f3c\uff0c\u53ef\u4ee5\u505a\u5230\u5f88\u5e95\u5c42\uff0c\u90fd\u662f\u51fd\u6570\u7ea7\u7684\u6570\u636e\uff0c\u53ea\u662f\u51fd\u6570\u8c03\u8f6c\u7684\u673a\u5236\u4e0d\u4e00\u6837\u3002"),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-json"},'{\n    "magic": "0",\n    "version": "1.0.0", // VM\u7684\u7248\u672c\u53f7\uff0c\u7c7b\u578b\u7684\u89e3\u91ca\u65b9\u6cd5\u4e00\u822c\u4e0d\u53d8\n    "inputs": [         // \u5185\u90e8Standard\u683c\u5f0f\u53ef\u80fd\u5b58\u5728\u548c\u7528\u6237\u7248\u672c\u4e0d\u517c\u5bb9\uff0c\u8fd0\u884c\u65f6\u68c0\u67e5\n        {\n            "User":{\n                "version": "1.0.0",\n                "name": "String"\uff0c\n                "age": "int"\n            }\n        }\n    ],\n    "standards":[\n        "Car":{\n            \n        }\n    ]\n    "components": [\n        {\n            "name":"add_com",\n            "inputs":[\n                "User"\n            ]\n            "output":[]\n        }\n    ],   // \u5185\u90e8\u65b9\u6cd5\n    "outputs": [],      // \u53ef\u80fd\u5b58\u5728\u7248\u672c\u4e0d\u517c\u5bb9\n    "codes"" []         // \u5c06\u6240\u6709\u4ee3\u7801\u653e\u5728\u4e00\u8d77\uff0cComponent\u8fd8\u6709\u5176\u5b83\u53c2\u6570\u4fe1\u606f\u5f71\u54cd\u7f13\u5b58\u8fde\u8d2f\u6027\n}\n')),(0,a.kt)("h4",{id:"inputs"},"inputs"),(0,a.kt)("p",null,"\u5c06\u5c5e\u6027\u5b9a\u4e49\u90fd\u62f7\u8d1d\u8fdbAgent\u5185\u90e8\uff0c\u4e00\u662f\u65b9\u4fbfAgent\u7f16\u8f91\uff0c\u540c\u65f6\u8003\u8651\u5230\u540e\u9762Component\u7684\u53c2\u6570\u7b7e\u540d\u662f\u8ddfStandard\u7684\u5c5e\u6027\u540d\u5b57\u7ed1\u5b9a\u7684\uff0c\u5e76\u6ca1\u6709\u50cf\u4f20\u7edf\u7f16\u8bd1\u5668\u90a3\u6837\u7f16\u8bd1\u4e3a\u5730\u5740\uff0c\u4f8b\u5982\uff1a"),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-json"},'{\n    "inputs":[\n        "User":{\n            "version": "1.0.0",\n            "name": "String"\uff0c\n            "age": "int"\n        }\n    ]\n}\n')),(0,a.kt)("p",null,"\u4f46\u662f\u8fd0\u884c\u65f6\u68c0\u67e5\u5230\u7248\u672c\u4e0d\u4e00\u81f4\u65f6\uff0c\u81ea\u52a8\u505a\u4e00\u4e9b\u8f6c\u5316\u3002"),(0,a.kt)("h5",{id:"standard\u7248\u672c\u517c\u5bb9"},"Standard\u7248\u672c\u517c\u5bb9"),(0,a.kt)("p",null,"\u4e3a\u4e86\u907f\u514d\u4e0d\u65ad\u7684\u66f4\u65b0\uff0c\u5b9e\u884c\u4e24\u4e2a\u7b56\u7565\uff1a"),(0,a.kt)("ul",null,(0,a.kt)("li",{parentName:"ul"},"\u5c0f\u7248\u672c\u5fc5\u987b\u517c\u5bb9"),(0,a.kt)("li",{parentName:"ul"},"\u5927\u7248\u672c\u5fc5\u987b\u66f4\u65b0Agent\uff0c\u5426\u5219\u4e0d\u8ba9\u8fd0\u884c")),(0,a.kt)("h6",{id:"\u5c0f\u7248\u672c\u517c\u5bb9"},"\u5c0f\u7248\u672c\u517c\u5bb9"),(0,a.kt)("ul",null,(0,a.kt)("li",{parentName:"ul"},"\u4fee\u6539\u5b57\u6bb5\u540d\u5b57")),(0,a.kt)("h6",{id:"\u5927\u7248\u672c\u66f4\u65b0"},"\u5927\u7248\u672c\u66f4\u65b0"),(0,a.kt)("ul",null,(0,a.kt)("li",{parentName:"ul"},"\u589e\u52a0\u5b57\u6bb5"),(0,a.kt)("li",{parentName:"ul"},"\u5220\u9664\u5b57\u6bb5"),(0,a.kt)("li",{parentName:"ul"},"\u4fee\u6539\u5b57\u6bb5\u7c7b\u578b = \u5220\u9664\u5b57\u6bb5 + 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h=0;h<s.fields.length;h++){a[A=s.fields[h]]=R.Set.empty}break}for(var g=0;g<m.length;g++){var y=m[g],b=this.invertedIndex[y],v=b._index;for(h=0;h<s.fields.length;h++){var w=b[A=s.fields[h]],E=Object.keys(w),S=y+"/"+A,k=new R.Set(E);if(s.presence==R.Query.presence.REQUIRED&&(c=c.union(k),void 0===a[A]&&(a[A]=R.Set.complete)),s.presence!=R.Query.presence.PROHIBITED){if(r[A].upsert(v,s.boost,(function(e,t){return e+t})),!o[S]){for(var _=0;_<E.length;_++){var x,O=E[_],P=new R.FieldRef(O,A),C=w[O];void 0===(x=n[P])?n[P]=new R.MatchData(y,A,C):x.add(y,A,C)}o[S]=!0}}else void 0===i[A]&&(i[A]=R.Set.empty),i[A]=i[A].union(k)}}}if(s.presence===R.Query.presence.REQUIRED)for(h=0;h<s.fields.length;h++){a[A=s.fields[h]]=a[A].intersect(c)}}var T=R.Set.complete,I=R.Set.empty;for(l=0;l<this.fields.length;l++){var A;a[A=this.fields[l]]&&(T=T.intersect(a[A])),i[A]&&(I=I.union(i[A]))}var N=Object.keys(n),L=[],j=Object.create(null);if(t.isNegated()){N=Object.keys(this.fieldVectors);for(l=0;l<N.length;l++){P=N[l];var D=R.FieldRef.fromString(P);n[P]=new R.MatchData}}for(l=0;l<N.length;l++){var M=(D=R.FieldRef.fromString(N[l])).docRef;if(T.contains(M)&&!I.contains(M)){var F,B=this.fieldVectors[D],z=r[D.fieldName].similarity(B);if(void 0!==(F=j[M]))F.score+=z,F.matchData.combine(n[D]);else{var $={ref:M,score:z,matchData:n[D]};j[M]=$,L.push($)}}}return L.sort((function(e,t){return t.score-e.score}))},R.Index.prototype.toJSON=function(){var e=Object.keys(this.invertedIndex).sort().map((function(e){return[e,this.invertedIndex[e]]}),this),t=Object.keys(this.fieldVectors).map((function(e){return[e,this.fieldVectors[e].toJSON()]}),this);return{version:R.version,fields:this.fields,fieldVectors:t,invertedIndex:e,pipeline:this.pipeline.toJSON()}},R.Index.load=function(e){var t={},n={},r=e.fieldVectors,o=Object.create(null),a=e.invertedIndex,i=new R.TokenSet.Builder,l=R.Pipeline.load(e.pipeline);e.version!=R.version&&R.utils.warn("Version mismatch when loading serialised index. Current version of lunr '"+R.version+"' does not match serialized index '"+e.version+"'");for(var s=0;s<r.length;s++){var u=(d=r[s])[0],c=d[1];n[u]=new R.Vector(c)}for(s=0;s<a.length;s++){var d,f=(d=a[s])[0],p=d[1];i.insert(f),o[f]=p}return i.finish(),t.fields=e.fields,t.fieldVectors=n,t.invertedIndex=o,t.tokenSet=i.root,t.pipeline=l,new R.Index(t)},R.Builder=function(){this._ref="id",this._fields=Object.create(null),this._documents=Object.create(null),this.invertedIndex=Object.create(null),this.fieldTermFrequencies={},this.fieldLengths={},this.tokenizer=R.tokenizer,this.pipeline=new R.Pipeline,this.searchPipeline=new R.Pipeline,this.documentCount=0,this._b=.75,this._k1=1.2,this.termIndex=0,this.metadataWhitelist=[]},R.Builder.prototype.ref=function(e){this._ref=e},R.Builder.prototype.field=function(e,t){if(/\//.test(e))throw new RangeError("Field '"+e+"' contains illegal character '/'");this._fields[e]=t||{}},R.Builder.prototype.b=function(e){this._b=e<0?0:e>1?1:e},R.Builder.prototype.k1=function(e){this._k1=e},R.Builder.prototype.add=function(e,t){var n=e[this._ref],r=Object.keys(this._fields);this._documents[n]=t||{},this.documentCount+=1;for(var o=0;o<r.length;o++){var a=r[o],i=this._fields[a].extractor,l=this._fields[a].isLiteral??!1,s=i?i(e):e[a],u=l?[s]:this.tokenizer(s,{fields:[a]}),c=l?u:this.pipeline.run(u),d=new R.FieldRef(n,a),f=Object.create(null);this.fieldTermFrequencies[d]=f,this.fieldLengths[d]=0,this.fieldLengths[d]+=c.length;for(var p=0;p<c.length;p++){var m=c[p];if(null==f[m]&&(f[m]=0),f[m]+=1,null==this.invertedIndex[m]){var h=Object.create(null);h._index=this.termIndex,this.termIndex+=1;for(var g=0;g<r.length;g++)h[r[g]]=Object.create(null);this.invertedIndex[m]=h}null==this.invertedIndex[m][a][n]&&(this.invertedIndex[m][a][n]=Object.create(null));for(var y=0;y<this.metadataWhitelist.length;y++){var b=this.metadataWhitelist[y],v=m.metadata[b];null==this.invertedIndex[m][a][n][b]&&(this.invertedIndex[m][a][n][b]=[]),this.invertedIndex[m][a][n][b].push(v)}}}},R.Builder.prototype.calculateAverageFieldLengths=function(){for(var e=Object.keys(this.fieldLengths),t=e.length,n={},r={},o=0;o<t;o++){var a=R.FieldRef.fromString(e[o]),i=a.fieldName;r[i]||(r[i]=0),r[i]+=1,n[i]||(n[i]=0),n[i]+=this.fieldLengths[a]}var l=Object.keys(this._fields);for(o=0;o<l.length;o++){var s=l[o];n[s]=n[s]/r[s]}this.averageFieldLength=n},R.Builder.prototype.createFieldVectors=function(){for(var e={},t=Object.keys(this.fieldTermFrequencies),n=t.length,r=Object.create(null),o=0;o<n;o++){for(var a=R.FieldRef.fromString(t[o]),i=a.fieldName,l=this.fieldLengths[a],s=new R.Vector,u=this.fieldTermFrequencies[a],c=Object.keys(u),d=c.length,f=this._fields[i].boost||1,p=this._documents[a.docRef].boost||1,m=0;m<d;m++){var h,g,y,b=c[m],v=u[b],w=this.invertedIndex[b]._index;void 0===r[b]?(h=R.idf(this.invertedIndex[b],this.documentCount),r[b]=h):h=r[b],g=h*((this._k1+1)*v)/(this._k1*(1-this._b+this._b*(l/this.averageFieldLength[i]))+v),g*=f,g*=p,y=Math.round(1e3*g)/1e3,s.insert(w,y)}e[a]=s}this.fieldVectors=e},R.Builder.prototype.createTokenSet=function(){this.tokenSet=R.TokenSet.fromArray(Object.keys(this.invertedIndex).sort())},R.Builder.prototype.build=function(){return this.calculateAverageFieldLengths(),this.createFieldVectors(),this.createTokenSet(),new R.Index({invertedIndex:this.invertedIndex,fieldVectors:this.fieldVectors,tokenSet:this.tokenSet,fields:Object.keys(this._fields),pipeline:this.searchPipeline})},R.Builder.prototype.use=function(e){var t=Array.prototype.slice.call(arguments,1);t.unshift(this),e.apply(this,t)},R.MatchData=function(e,t,n){for(var r=Object.create(null),o=Object.keys(n||{}),a=0;a<o.length;a++){var i=o[a];r[i]=n[i].slice()}this.metadata=Object.create(null),void 0!==e&&(this.metadata[e]=Object.create(null),this.metadata[e][t]=r)},R.MatchData.prototype.combine=function(e){for(var t=Object.keys(e.metadata),n=0;n<t.length;n++){var r=t[n],o=Object.keys(e.metadata[r]);null==this.metadata[r]&&(this.metadata[r]=Object.create(null));for(var a=0;a<o.length;a++){var i=o[a],l=Object.keys(e.metadata[r][i]);null==this.metadata[r][i]&&(this.metadata[r][i]=Object.create(null));for(var s=0;s<l.length;s++){var u=l[s];null==this.metadata[r][i][u]?this.metadata[r][i][u]=e.metadata[r][i][u]:this.metadata[r][i][u]=this.metadata[r][i][u].concat(e.metadata[r][i][u])}}}},R.MatchData.prototype.add=function(e,t,n){if(!(e in this.metadata))return this.metadata[e]=Object.create(null),void(this.metadata[e][t]=n);if(t in this.metadata[e])for(var r=Object.keys(n),o=0;o<r.length;o++){var a=r[o];a in this.metadata[e][t]?this.metadata[e][t][a]=this.metadata[e][t][a].concat(n[a]):this.metadata[e][t][a]=n[a]}else this.metadata[e][t]=n},R.Query=function(e){this.clauses=[],this.allFields=e},R.Query.wildcard=new String("*"),R.Query.wildcard.NONE=0,R.Query.wildcard.LEADING=1,R.Query.wildcard.TRAILING=2,R.Query.presence={OPTIONAL:1,REQUIRED:2,PROHIBITED:3},R.Query.prototype.clause=function(e){return"fields"in e||(e.fields=this.allFields),"boost"in e||(e.boost=1),"usePipeline"in e||(e.usePipeline=!0),"wildcard"in e||(e.wildcard=R.Query.wildcard.NONE),e.wildcard&R.Query.wildcard.LEADING&&e.term.charAt(0)!=R.Query.wildcard&&(e.term="*"+e.term),e.wildcard&R.Query.wildcard.TRAILING&&e.term.slice(-1)!=R.Query.wildcard&&(e.term=e.term+"*"),"presence"in e||(e.presence=R.Query.presence.OPTIONAL),this.clauses.push(e),this},R.Query.prototype.isNegated=function(){for(var e=0;e<this.clauses.length;e++)if(this.clauses[e].presence!=R.Query.presence.PROHIBITED)return!1;return!0},R.Query.prototype.term=function(e,t){if(Array.isArray(e))return e.forEach((function(e){this.term(e,R.utils.clone(t))}),this),this;var n=t||{};return n.term=e.toString(),this.clause(n),this},R.QueryParseError=function(e,t,n){this.name="QueryParseError",this.message=e,this.start=t,this.end=n},R.QueryParseError.prototype=new Error,R.QueryLexer=function(e){this.lexemes=[],this.str=e,this.length=e.length,this.pos=0,this.start=0,this.escapeCharPositions=[]},R.QueryLexer.prototype.run=function(){for(var e=R.QueryLexer.lexText;e;)e=e(this)},R.QueryLexer.prototype.sliceString=function(){for(var e=[],t=this.start,n=this.pos,r=0;r<this.escapeCharPositions.length;r++)n=this.escapeCharPositions[r],e.push(this.str.slice(t,n)),t=n+1;return e.push(this.str.slice(t,this.pos)),this.escapeCharPositions.length=0,e.join("")},R.QueryLexer.prototype.emit=function(e){this.lexemes.push({type:e,str:this.sliceString(),start:this.start,end:this.pos}),this.start=this.pos},R.QueryLexer.prototype.escapeCharacter=function(){this.escapeCharPositions.push(this.pos-1),this.pos+=1},R.QueryLexer.prototype.next=function(){if(this.pos>=this.length)return R.QueryLexer.EOS;var e=this.str.charAt(this.pos);return this.pos+=1,e},R.QueryLexer.prototype.width=function(){return this.pos-this.start},R.QueryLexer.prototype.ignore=function(){this.start==this.pos&&(this.pos+=1),this.start=this.pos},R.QueryLexer.prototype.backup=function(){this.pos-=1},R.QueryLexer.prototype.acceptDigitRun=function(){var e,t;do{t=(e=this.next()).charCodeAt(0)}while(t>47&&t<58);e!=R.QueryLexer.EOS&&this.backup()},R.QueryLexer.prototype.more=function(){return this.pos<this.length},R.QueryLexer.EOS="EOS",R.QueryLexer.FIELD="FIELD",R.QueryLexer.TERM="TERM",R.QueryLexer.EDIT_DISTANCE="EDIT_DISTANCE",R.QueryLexer.BOOST="BOOST",R.QueryLexer.PRESENCE="PRESENCE",R.QueryLexer.lexField=function(e){return e.backup(),e.emit(R.QueryLexer.FIELD),e.ignore(),R.QueryLexer.lexText},R.QueryLexer.lexTerm=function(e){if(e.width()>1&&(e.backup(),e.emit(R.QueryLexer.TERM)),e.ignore(),e.more())return R.QueryLexer.lexText},R.QueryLexer.lexEditDistance=function(e){return e.ignore(),e.acceptDigitRun(),e.emit(R.QueryLexer.EDIT_DISTANCE),R.QueryLexer.lexText},R.QueryLexer.lexBoost=function(e){return e.ignore(),e.acceptDigitRun(),e.emit(R.QueryLexer.BOOST),R.QueryLexer.lexText},R.QueryLexer.lexEOS=function(e){e.width()>0&&e.emit(R.QueryLexer.TERM)},R.QueryLexer.termSeparator=R.tokenizer.separator,R.QueryLexer.lexText=function(e){for(;;){var t=e.next();if(t==R.QueryLexer.EOS)return R.QueryLexer.lexEOS;if(92!=t.charCodeAt(0)){if(":"==t)return R.QueryLexer.lexField;if("~"==t)return e.backup(),e.width()>0&&e.emit(R.QueryLexer.TERM),R.QueryLexer.lexEditDistance;if("^"==t)return e.backup(),e.width()>0&&e.emit(R.QueryLexer.TERM),R.QueryLexer.lexBoost;if("+"==t&&1===e.width())return e.emit(R.QueryLexer.PRESENCE),R.QueryLexer.lexText;if("-"==t&&1===e.width())return e.emit(R.QueryLexer.PRESENCE),R.QueryLexer.lexText;if(t.match(R.QueryLexer.termSeparator))return R.QueryLexer.lexTerm}else e.escapeCharacter()}},R.QueryParser=function(e,t){this.lexer=new R.QueryLexer(e),this.query=t,this.currentClause={},this.lexemeIdx=0},R.QueryParser.prototype.parse=function(){this.lexer.run(),this.lexemes=this.lexer.lexemes;for(var e=R.QueryParser.parseClause;e;)e=e(this);return this.query},R.QueryParser.prototype.peekLexeme=function(){return this.lexemes[this.lexemeIdx]},R.QueryParser.prototype.consumeLexeme=function(){var e=this.peekLexeme();return this.lexemeIdx+=1,e},R.QueryParser.prototype.nextClause=function(){var e=this.currentClause;this.query.clause(e),this.currentClause={}},R.QueryParser.parseClause=function(e){var t=e.peekLexeme();if(null!=t)switch(t.type){case R.QueryLexer.PRESENCE:return R.QueryParser.parsePresence;case R.QueryLexer.FIELD:return R.QueryParser.parseField;case R.QueryLexer.TERM:return R.QueryParser.parseTerm;default:var n="expected either a field or a term, found "+t.type;throw t.str.length>=1&&(n+=" with value '"+t.str+"'"),new R.QueryParseError(n,t.start,t.end)}},R.QueryParser.parsePresence=function(e){var t=e.consumeLexeme();if(null!=t){switch(t.str){case"-":e.currentClause.presence=R.Query.presence.PROHIBITED;break;case"+":e.currentClause.presence=R.Query.presence.REQUIRED;break;default:var n="unrecognised presence operator'"+t.str+"'";throw new R.QueryParseError(n,t.start,t.end)}var r=e.peekLexeme();if(null==r){n="expecting term or field, found nothing";throw new R.QueryParseError(n,t.start,t.end)}switch(r.type){case R.QueryLexer.FIELD:return R.QueryParser.parseField;case R.QueryLexer.TERM:return R.QueryParser.parseTerm;default:n="expecting term or field, found '"+r.type+"'";throw new R.QueryParseError(n,r.start,r.end)}}},R.QueryParser.parseField=function(e){var t=e.consumeLexeme();if(null!=t){if(-1==e.query.allFields.indexOf(t.str)){var n=e.query.allFields.map((function(e){return"'"+e+"'"})).join(", "),r="unrecognised field '"+t.str+"', possible fields: "+n;throw new R.QueryParseError(r,t.start,t.end)}e.currentClause.fields=[t.str];var o=e.peekLexeme();if(null==o){r="expecting term, found nothing";throw new R.QueryParseError(r,t.start,t.end)}if(o.type===R.QueryLexer.TERM)return R.QueryParser.parseTerm;r="expecting term, found '"+o.type+"'";throw new R.QueryParseError(r,o.start,o.end)}},R.QueryParser.parseTerm=function(e){var t=e.consumeLexeme();if(null!=t){e.currentClause.term=t.str.toLowerCase(),-1!=t.str.indexOf("*")&&(e.currentClause.usePipeline=!1);var n=e.peekLexeme();if(null!=n)switch(n.type){case R.QueryLexer.TERM:return e.nextClause(),R.QueryParser.parseTerm;case R.QueryLexer.FIELD:return e.nextClause(),R.QueryParser.parseField;case R.QueryLexer.EDIT_DISTANCE:return R.QueryParser.parseEditDistance;case R.QueryLexer.BOOST:return R.QueryParser.parseBoost;case R.QueryLexer.PRESENCE:return e.nextClause(),R.QueryParser.parsePresence;default:var r="Unexpected lexeme type '"+n.type+"'";throw new R.QueryParseError(r,n.start,n.end)}else e.nextClause()}},R.QueryParser.parseEditDistance=function(e){var t=e.consumeLexeme();if(null!=t){var n=parseInt(t.str,10);if(isNaN(n)){var r="edit distance must be numeric";throw new R.QueryParseError(r,t.start,t.end)}e.currentClause.editDistance=n;var o=e.peekLexeme();if(null!=o)switch(o.type){case R.QueryLexer.TERM:return e.nextClause(),R.QueryParser.parseTerm;case R.QueryLexer.FIELD:return e.nextClause(),R.QueryParser.parseField;case R.QueryLexer.EDIT_DISTANCE:return R.QueryParser.parseEditDistance;case R.QueryLexer.BOOST:return R.QueryParser.parseBoost;case R.QueryLexer.PRESENCE:return e.nextClause(),R.QueryParser.parsePresence;default:r="Unexpected lexeme type '"+o.type+"'";throw new R.QueryParseError(r,o.start,o.end)}else e.nextClause()}},R.QueryParser.parseBoost=function(e){var t=e.consumeLexeme();if(null!=t){var n=parseInt(t.str,10);if(isNaN(n)){var r="boost must be numeric";throw new R.QueryParseError(r,t.start,t.end)}e.currentClause.boost=n;var o=e.peekLexeme();if(null!=o)switch(o.type){case R.QueryLexer.TERM:return e.nextClause(),R.QueryParser.parseTerm;case 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col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div id="__blog-post-container" class="markdown" itemprop="articleBody"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="citation">Citation<a href="#citation" class="hash-link" aria-label="Direct link to Citation" title="Direct link to Citation">​</a></h2><p>Cited as:</p><blockquote><p>Qin, Chunlin. (Oct 2023). Conversational computing: a new programming model empower LLM applications. Reality World. <a href="https://realityworld.com/blog/conversational-computing" target="_blank" rel="noopener noreferrer">https://realityworld.com/blog/conversational-computing</a>.</p></blockquote><p>Or</p><div class="language-latex codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-latex codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">@article{qin2023conversational,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  title   = &quot;Conversational computing: a new programming model empower LLM applications&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  author  = &quot;Qin, Chunlin&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  journal = &quot;Reality World&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  year    = &quot;2023&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  month   = &quot;Oct&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  url     = &quot;https://realityworld.com/blog/conversational-computing&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="references">References<a href="#references" class="hash-link" aria-label="Direct link to References" title="Direct link to References">​</a></h2></div><footer class="row docusaurus-mt-lg blogPostFooterDetailsFull_mRVl"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Blog post page navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/blog/reality-world-open-source-conference"><div class="pagination-nav__sublabel">Newer Post</div><div class="pagination-nav__label">Reality World 开源技术分享会</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/blog/thinking"><div class="pagination-nav__sublabel">Older Post</div><div class="pagination-nav__label">对未来数字世界和软件构造的思考</div></a></nav></main><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#citation" class="table-of-contents__link toc-highlight">Citation</a></li><li><a href="#references" class="table-of-contents__link toc-highlight">References</a></li></ul></div></div></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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href="/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a aria-current="page" class="sidebarItemLink_mo7H sidebarItemLinkActive_I1ZP" href="/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><article itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="Citation"><header><h1 class="title_f1Hy" itemprop="headline">Conversational computing: a new programming model empower LLM applications</h1><div class="container_mt6G margin-vert--md"><time datetime="2023-10-04T00:00:00.000Z" itemprop="datePublished">October 4, 2023</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div id="__blog-post-container" class="markdown" itemprop="articleBody"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="citation">Citation<a href="#citation" class="hash-link" aria-label="Direct link to Citation" title="Direct link to Citation">​</a></h2><p>Cited as:</p><blockquote><p>Qin, Chunlin. (Oct 2023). Conversational computing: a new programming model empower LLM applications. Reality World. <a href="https://realityworld.com/blog/conversational-computing" target="_blank" rel="noopener noreferrer">https://realityworld.com/blog/conversational-computing</a>.</p></blockquote><p>Or</p><div class="language-latex codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-latex codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">@article{qin2023conversational,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  title   = &quot;Conversational computing: a new programming model empower LLM applications&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  author  = &quot;Qin, Chunlin&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  journal = &quot;Reality World&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  year    = &quot;2023&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  month   = &quot;Oct&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  url     = &quot;https://realityworld.com/blog/conversational-computing&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="references">References<a href="#references" class="hash-link" aria-label="Direct link to References" title="Direct link to References">​</a></h2></div><footer class="row docusaurus-mt-lg blogPostFooterDetailsFull_mRVl"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Blog post page navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/blog/reality-world-open-source-conference"><div class="pagination-nav__sublabel">Newer Post</div><div class="pagination-nav__label">Reality World 开源技术分享会</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/blog/thinking"><div class="pagination-nav__sublabel">Older Post</div><div class="pagination-nav__label">对未来数字世界和软件构造的思考</div></a></nav></main><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#citation" class="table-of-contents__link toc-highlight">Citation</a></li><li><a href="#references" class="table-of-contents__link toc-highlight">References</a></li></ul></div></div></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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We also welcome guest posts so please do get in touch if you have any thoughts you would like to share on our blog.</h2><div class="row"><div class="col col--4" style="margin-bottom:20px"><div class="col-demo"><div class="card-demo"><div class="card" style="border:1px solid #ddd"><div class="card__image cardImage__33o"><a href="/blog/the-evolution-of-ECS"><img src="/img/blog/open-source-conference.jpg" alt="The Evolution of ECS" title="The Evolution of ECS"></a></div><div class="card__body"><small>October 10, 2023</small><a href="/blog/the-evolution-of-ECS"><h3 class="title_XvkZ">The Evolution of ECS</h3></a><div class="avatar"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin"><div class="avatar__intro"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="authorUrl_HHBv">Chunlin Qin</a></div><small class="avatar__subtitle avatarSubtitle__V9Q">Creator of Reality World</small></div></div></div></div></div></div></div><div class="col col--4" style="margin-bottom:20px"><div class="col-demo"><div class="card-demo"><div class="card" style="border:1px solid #ddd"><div class="card__image cardImage__33o"><a href="/blog/reality-world-open-source-conference"><img src="/img/blog/open-source-conference.jpg" alt="Reality World 开源技术分享会" title="Reality World 开源技术分享会"></a></div><div class="card__body"><small>October 9, 2023</small><a href="/blog/reality-world-open-source-conference"><h3 class="title_XvkZ">Reality World 开源技术分享会</h3></a><div class="avatar"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin"><div class="avatar__intro"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="authorUrl_HHBv">Chunlin Qin</a></div><small class="avatar__subtitle avatarSubtitle__V9Q">Creator of Reality World</small></div></div></div></div></div></div></div><div class="col col--4" style="margin-bottom:20px"><div class="col-demo"><div class="card-demo"><div class="card" style="border:1px solid #ddd"><div class="card__image cardImage__33o"><a href="/blog/conversational-computing"><img src="/img/default-blog-post-banner.png" alt="Conversational computing: a new programming model empower LLM applications" title="Conversational computing: a new programming model empower LLM applications"></a></div><div class="card__body"><small>October 4, 2023</small><a href="/blog/conversational-computing"><h3 class="title_XvkZ">Conversational computing: a new programming model empower LLM applications</h3></a><div class="avatar"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin"><div class="avatar__intro"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="authorUrl_HHBv">Chunlin Qin</a></div><small class="avatar__subtitle avatarSubtitle__V9Q">Creator of Reality World</small></div></div></div></div></div></div></div><div class="col col--4" style="margin-bottom:20px"><div class="col-demo"><div class="card-demo"><div class="card" style="border:1px solid #ddd"><div class="card__image cardImage__33o"><a href="/blog/thinking"><img src="/img/blog/2.jpg" alt="对未来数字世界和软件构造的思考" title="对未来数字世界和软件构造的思考"></a></div><div class="card__body"><small>August 26, 2021</small><a href="/blog/thinking"><h3 class="title_XvkZ">对未来数字世界和软件构造的思考</h3></a><div class="avatar"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin"><div class="avatar__intro"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="authorUrl_HHBv">Chunlin Qin</a></div><small class="avatar__subtitle avatarSubtitle__V9Q">Creator of Reality World</small></div></div></div></div></div></div></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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href="/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><article itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="呃，这又是一个创业公司营销的噱头和方式吗？"><link itemprop="image" href="https://realityworld.com/img/blog/open-source-conference.jpg"><header><h1 class="title_f1Hy" itemprop="headline">Reality World 开源技术分享会</h1><div class="container_mt6G margin-vert--md"><time datetime="2023-10-09T00:00:00.000Z" itemprop="datePublished">October 9, 2023</time> · <!-- -->28 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div id="__blog-post-container" class="markdown" itemprop="articleBody"><p><strong>呃，这又是一个创业公司营销的噱头和方式吗？</strong></p><p><strong>又去看他们宣传产品不讲技术吗？</strong></p><p><strong>你直接开源不就得了，还搞什么线下活动？</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="先回答问题">先回答问题<a href="#先回答问题" class="hash-link" aria-label="Direct link to 先回答问题" title="Direct link to 先回答问题">​</a></h2><p>关于第一个问题，<a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>已经慎重决定由创业项目转为纯开源项目，也就是说它后面将不会有一个创业公司实体来运营，它会真正依靠社区及其组织进行发展，就像Bevy等开源项目，当然我肯定也会持续在这个项目进行迭代开发。这也意味着它不再有商业利益，任意公司或个人都可以使用或者基于它进行修改或扩展。</p><p><strong>之所以这样的选择，很大一个原因是，我觉得这几年技术、环境和产品形态的变化和发展都很快，各种概念弥漫着整个世界，我认识和交流过很多投资人、创业者、开发者以及行业很多不太懂技术的各种角色，即使最聪明的人，往往也很难在一些关于技术的理解上达成共识，而且国内的整个环境普遍还是更关注上层的应用，而硅谷的很多产品创新更多是源于对技术的深刻理解。所以我觉得站在这个历史阶段，我们最重要的是要有一些关于技术的基础讨论形成共识，要有一些具体而系统的实践而不是停留在臆想，然后要将这样的基础共识开放为公共资源，形成一些坚强的共识底座，然后有了更清晰的技术理解，上层的创新才会真正的繁荣。Reality World 现在的使命就是尝试去成为其中的一股开放力量，它首先提出自己对技术和未来的系统理解，然后基于这些理解构建一种可供大家学习和讨论的实践，最后开源出来供大家传播、分享、讨论和发展。</strong></p><p>关于第二个问题，如果有朋友参加过我2018年的全国图形渲染技术巡讲，一个人围绕一个主题讲3～4个小时，在中国这种会议几乎是绝无仅有的，那种系统和深度远不是那种15～45分钟蜻蜓点水一样的感觉，这将是一场非常深刻的技术旅程，我相信每个人可以学到非常非常多的知识和理解，后面我会大概说明会讲什么内容。</p><p>关于第三个问题，这个项目跟其它项目非常不同，简单来说，直接开源出来让大家自己研究代码和文档可能并不好理解，通常我自己有时候也很难用简单的几句话向朋友或投资人说明Reality World是什么。一方面是Reality World太技术，涉及的每一个设计决策都有很多不同层面的考虑；另一方面它涉及的技术面非常广，从程序的组织结构、到编译/解释/链接，到运行时的虚拟机、调度和沙盒，以及还涉及到怎样用这些技术去解决比如元宇宙应用的一些需求等等；最后它的目标也不是一个简单的应用或者一个框架，它是介于框架和编程语言之间的一种用于构建应用的软件构造方法，但它本身也不是一种编程语言。</p><p><strong>所以，这么多复杂的事情耦合在一起，我必须用语音和视频的方式才能更清晰的表达它，才能让大家更好地理解这个项目的目的，不然开源一个大家都看不懂或者连看懂目的都很复杂的项目有什么意义呢？但好消息是，如果你听我一次系统的讲解，它其实理解起来非常简单，但这种简单它不能用简单的文字表达，否则你可能要花费远远大于3个小时的时间才能更清晰的理解这个项目的逻辑和目的。</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world是什么">Reality World是什么？<a href="#reality-world是什么" class="hash-link" aria-label="Direct link to Reality World是什么？" title="Direct link to Reality World是什么？">​</a></h2><p>尽管这个问题回答起来很困难，但我还是必须要尝试用简单的几句话解释它，否则都不知道它是何物，我为什么要去关注这个项目和参加这次活动呢？</p><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>是一个面向具有<strong>“未来特征”</strong>应用的开发框架和运行时，开发框架是指它是一个用于构建应用的工具，就像你用游戏引擎可以构建游戏程序，只不过现在它还不支持图形和UI显示，但是在将来它应该可以比较简单地集成一些渲染引擎或者UI框架，毕竟这部分的内容和工作流程大部分是比较成熟的，也可以很容易地把它嵌入到已有的游戏或者应用中，用于提供一些额外的功能。</p><p>所谓<strong>未来特征</strong>，我们主要指三个层面，后面会有更多讨论：</p><ul><li><strong>互操作性</strong></li><li><strong>相互协作</strong></li><li><strong>去中心化</strong></li></ul><p>实际上，这三个特性正对应着元宇宙（互操作性），大模型应用（多智能体协作）以及Web 3.0（去中心化）。尽管这三者之间的概念以及技术需求都是很模糊的，我们则尝试在这三者之间寻找一种统一的计算架构和软件构造方法。所以这就是Reality World技术上的复杂性，也就是为什么我们思考的是面向未来5~10年的应用的形态。</p><p>Reality World整个体系分为三个部分：</p><ul><li><strong>Cogine：</strong>是整个应用构建方法的底座和运行时，它定义这种应用的表述格式，以及对这种格式的动态解释和运行时的其它功能。该词的前缀 <em>co-</em> 取自<strong>Co</strong>mplexity system，或者<strong>Co</strong>gnitive computing，或者<strong>Co</strong>nversational computing，这些术语都是Cogine背后的一些技术思想；后缀 <em>-gine</em> 来自于En<strong>gine</strong>。所以可以称之为复杂引擎，认知计算引擎或者对话式计算引擎，其中复杂系统相关的一些理论是它重要的一些设计原则和目标。</li><li><strong>Reality Create：</strong>是这种应用的编辑器。</li><li><strong>Reality World：</strong>是这种应用的一个模拟器，任意一个基于Cogine定义的格式构建的应用程序包，都可以被它直接动态加载和运行。当然作为一个面向用户的应用程序，它还有其它一些功能，比如程序的安全授权管理，多程序的分组以及用户与程序的交互界面等等功能。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="讲什么">讲什么？<a href="#讲什么" class="hash-link" aria-label="Direct link to 讲什么？" title="Direct link to 讲什么？">​</a></h2><p>基本上，会分享所有关于Reality World的一切，包括它的为什么这么思考，具体的架构设计，以及一个具体的代码实现和Demo演示等。</p><p>计算机和数字化发展这么多年，我们已经积累了非常多的知识、理论和方法，从编程语言、软件工程到各种架构设计模式，而且几乎任何一种新的特别是偏底层的架构设计，往往都面临着跟其它很多模块的交互和协作，所以与单纯了解一种方法本身的知识相比，其背后的逻辑和设计思想有时候更为重要。</p><p>大体上，3~4个小时的演讲分为两个部分：</p><ul><li>约有40%的内容讨论为什么要这么设计</li><li>其它60%则介绍具有的架构设计及代码</li></ul><p>Reality World的目标，是要构建一种新的程序组织和构造的方法，所以最基础的问题就是为什么要构建一种新的方法？我们已经有非常成熟的各种体系，在传统的流程中，比如要构建一个应用程序，首先基本的各种编程语言如C++、Rust、Python、Javascript、C#、Go等基本上解决了大部分的逻辑组织和表达的问题，剩下的主要就是在显示层又会有不同的选择，比如要想实现3D的图形界面，至少得选择一个游戏引擎或者其它具有3D渲染能力的组件或者框架，2D的界面则有更多各式各样的选择，比如iOS和Android都有原生的UI交互框架，也有其它一些如React、Flutter等跨平台或者基于Web的各种框架。</p><p>因此这个其实是Reality World最核心要回答的问题。为什么要设计一种新的方法，我们将主要从两个层面来回答：</p><ul><li>外在层面</li><li>内在层面</li></ul><p><strong>外在层面</strong> 是指在编程语言和传统软件构造方法之外的需求，这部分也是更多对应40%的内容中为什么要这么设计的问题。过去几十年来应用构造的体系基本上都是围绕构建一个单一的程序体被隔离在单一的内存中运行的，在这种背景下，软件之间的功能通常都是相互隔离的，甚至即使是属于同一个用户不同应用之间的数据，虽然看起来都是同一个用户的数据，但是不同的软件之间却无法访问。这种机制在过去几十年都能够很好地解决我们的数字化的问题，直到Web 3.0和元宇宙的出现，这两种新的应用形态似乎都在尝试构建一个共享、互操作的数字世界。这要求应用之间需要高度交互能力，然而这种需求和传统的软件构造方法是天生相悖的，传统软件构造方法建立内存隔离的目的就是保护数据和内存中数据的安全，它的一个基本的安全底座就是系统的内存环境会保护程序内所有的数据，因此传统的编程语言和软件构造方法就没有太多专门针对这些数据的保护措施，但是当我们去掉这个内存保护，要求很多匿名的软件在一个内存环境中进行运行的时候，这种安全性怎么保证。虽然Web Assembly和一些容器等沙盒技术提供了一些解决方案，但是沙盒技术本身更多是为虚拟化而设计，它的主要方法也是建立模拟操作系统的内存保护机制。</p><p>因此，本质上针对这种新的需求，我们要重新思考软件构造方法本身。而要开发一种新的思路，我们就必须要很好地理解现有各种技术的原理及其问题，这里涉及的技术点比如编译器的寻址计算，内存机制，沙盒技术，USD/LLVM/MLIR等一些具有互操作和模块化能力的技术思想，虚拟机的作用，区块链中互操作性架构的一些思想。</p><p>除了外在的需求和驱动，现有的软件构造方法在 <strong>内在层面</strong> 也存在很多问题。一个现实的问题是编程仍然是一份门槛非常高的工作，全世界会编程的人不足0.5%，所以说我们今天的数字化的程度是远远不够的，因为剩下那么多群体能带来多少可能性是不可估量的。尽管现在有大模型这种提升编程效率的技术和方法，但是在软件构造方法本身没有变得更简单之前，也很难解决实质性的问题。</p><p>软件开发是由人去表达人类理解的逻辑流程，然而现代大部分编程语言的核心抽象都还是面向硬件和编译器的，我不是说编程语言一定要是自然语言，但是传统的编程语言中有很多的概念和规则都是面向计算机的。</p><p>首先，比如程序的数据管理是非常复杂的，你必须要定义数据被存放在哪里，怎么初始化，什么时候删除，当你需要执行某个具体逻辑的时候，往往需要搜集各种上下文以计算条件，这些数据充斥在各种结构各种对象中使用各种不同的方法进行封装。我们编程很多时间就是在组织这种数据，决定他们被怎样构造、初始化和存放才能使得获取它们变得更简单而灵活，而且这种结构也复杂往往越混乱，因为这些数据还对应着复杂的运行时状态，这样逻辑的执行就不光取决于数据，该取决于执行时它们的状态，这样你就不得不很好地维护它们正确的状态。</p><p>当一个程序员在思路TA代码中的逻辑跟TA思考现实生活中的某个事情时思路是完全不一样的，在现实中我们往往很少关注一个东西的位置我要把它放在哪里，我去访问的时候它们的组合状态对不对等，现实生活中的一切似乎都是那么自然，我们的精力都在关注事情的逻辑本身。</p><p>其次，程序的结构组织也是非常复杂的，我们人思路现实世界中的问题通常是线性的，先做什么再做什么，我们往往任意用流程图把它画出来，人与人之间的交流也非常简单。程序的流程则通常很难可视化，因为它的表达不是线性的，整个流程有点像一个深度优先的遍历算法，对于每一个开始的节点，它必须进入每个函数的调用链，直到所有的子函数调用都结束才会返回来执行下一步。就像我们人想事情是先把总体流程步骤想好，再去解决具体一个个细节问题，计算机程序是每做一件事情都需要把它的细节全部做完，然后开始下一件事情。你可以说每个函数内部在不去看系函数的时候也是线性的流程，但是你很难进行可视化，因为这些函数内部的细节，它们没有一些规范，函数的输入输出参数定义也不一样。更要命的是，你无法很轻易地对流程进行调试，比如想跳过、新增或者调整某些流程，这可能需要去修改源代码，而源代码通常不是注释那么简单，因为有些流程可能产生关联数据导致后面的流程根本就无法执行。</p><p>我把这个问题称为程序结构的问题，可见我们仍然无法用比较符合直觉的方法去构建逻辑流程。</p><p>所以我认为，编程这个事情的门槛，其实很大程度上并不是来源于编程语言本身，而是在与程序的结构组织和数据管理。这两个层面其实都是和编译器和硬件有关，正是因为编译器需要按照这样的方式编译为硬件可以执行的程序，所以编程语言才是这么设计。</p><p><strong>结合上述外在和内在的问题，Reality World的目标就是，通过深入分析程序构建和执行的整个过程，能不能设计出一种新的方法流程可以同时解决这两个问题。这就是我们这次技术分享会的重点内容</strong>。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="面向的受众群体是谁">面向的受众群体是谁？<a href="#面向的受众群体是谁" class="hash-link" aria-label="Direct link to 面向的受众群体是谁？" title="Direct link to 面向的受众群体是谁？">​</a></h2><p>本次活动主要面向两类人群：</p><ul><li>希望深入了解相关技术的开发人员</li><li>希望通过深入了解一些技术的思路来更好地理解一些新的技术概念的非技术人员</li></ul><p>对于技术人员，如果你关注以下技术，你可以来听听我的理解：</p><ul><li>游戏引擎架构</li><li>ECS/DOTS</li><li>USD</li><li>LLVM/MLIR</li><li>Rust</li><li>Web Assembly</li><li>编译、解释、链接过程</li><li>面向对象</li><li>函数式编程</li><li>LLM应用</li><li>元宇宙及互操作性</li><li>开放世界和复杂系统架构</li></ul><p>对于非技术人员，可以帮助你更好的理解以下技术概念：</p><ul><li>元宇宙</li><li>大模型应用架构</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源的目的是什么">开源的目的是什么？<a href="#开源的目的是什么" class="hash-link" aria-label="Direct link to 开源的目的是什么？" title="Direct link to 开源的目的是什么？">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="Direct link to License" title="Direct link to License">​</a></h3><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源什么">开源什么？<a href="#开源什么" class="hash-link" aria-label="Direct link to 开源什么？" title="Direct link to 开源什么？">​</a></h2><p>基本上，Reality World相关的所有一切都会开源，包括：</p><ul><li>核心代码</li><li>整理手稿：大概20多万字我整整一年记录的一些思考、参考信息和资料</li><li>架构文档：重新整理的系统性的技术文档，大概10多万字</li><li>白皮书</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源信息">开源信息<a href="#开源信息" class="hash-link" aria-label="Direct link to 开源信息" title="Direct link to 开源信息">​</a></h3><p>活动结束后将会上传代码，仓库地址：</p><p><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer">https://github.com/Cogine/RealityWorld</a></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源社区群">开源社区群<a href="#开源社区群" class="hash-link" aria-label="Direct link to 开源社区群" title="Direct link to 开源社区群">​</a></h3><p>由于人数问题以及广告太多，请先加我微信再社区群：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="活动信息">活动信息<a href="#活动信息" class="hash-link" aria-label="Direct link to 活动信息" title="Direct link to 活动信息">​</a></h2><p><strong>时间</strong>：2023.10.22</p><p><strong>地点：</strong>上海市长宁区长宁路1189号  长宁来福士办公楼T2座26楼 亚马逊演播厅</p><table><thead><tr><th align="left">时间</th><th>内容</th></tr></thead><tbody><tr><td align="left">13: 20</td><td>签到</td></tr><tr><td align="left">14: 00</td><td>技术分享</td></tr><tr><td align="left">17: 00</td><td>开放讨论</td></tr><tr><td align="left">18: 00</td><td>活动结束</td></tr></tbody></table><h2 class="anchor anchorWithStickyNavbar_LWe7" id="联系我">联系我<a href="#联系我" class="hash-link" aria-label="Direct link to 联系我" title="Direct link to 联系我">​</a></h2><p>分享者：秦春林</p><p>Reality World 创始人，前华为河图核心成员，<a href="https://github.com/ElvisQin/thegibook" target="_blank" rel="noopener noreferrer">《全局光照技术》</a>《我所理解的Cocos2d-x》作者。</p><p>自去年从华为离职独自创业探索一年半，致力于思考和探索能够为用户体验和生活带来全新价值的软件构造方法，现将这一年的探索毫无保留开源给社区，我将用3个小时非常系统、全面地分享我所有的思考和技术理解。</p><p>欢迎各位朋友与我交流和讨论，我的微信：ARealityWorld。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="官网地址">官网地址<a href="#官网地址" class="hash-link" aria-label="Direct link to 官网地址" title="Direct link to 官网地址">​</a></h2><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">https://realityworld.com/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="报名地址">报名地址<a href="#报名地址" class="hash-link" aria-label="Direct link to 报名地址" title="Direct link to 报名地址">​</a></h2><p><a href="https://9371398676573.huodongxing.com/event/1723877940100" target="_blank" rel="noopener noreferrer">https://9371398676573.huodongxing.com/event/1723877940100</a></p></div><footer class="row docusaurus-mt-lg 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c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-community-current,docs-default-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container margin-vert--lg"><div class="row"><aside class="col col--3"><nav class="sidebar_re4s thin-scrollbar" aria-label="Blog recent posts navigation"><div class="sidebarItemTitle_pO2u margin-bottom--md">Recent posts</div><ul class="sidebarItemList_Yudw clean-list"><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/the-evolution-of-ECS">The Evolution of ECS</a></li><li class="sidebarItem__DBe"><a aria-current="page" class="sidebarItemLink_mo7H sidebarItemLinkActive_I1ZP" href="/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><article itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="呃，这又是一个创业公司营销的噱头和方式吗？"><link itemprop="image" href="https://realityworld.com/img/blog/open-source-conference.jpg"><header><h1 class="title_f1Hy" itemprop="headline">Reality World 开源技术分享会</h1><div class="container_mt6G margin-vert--md"><time datetime="2023-10-09T00:00:00.000Z" itemprop="datePublished">October 9, 2023</time> · <!-- -->28 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div id="__blog-post-container" class="markdown" itemprop="articleBody"><p><strong>呃，这又是一个创业公司营销的噱头和方式吗？</strong></p><p><strong>又去看他们宣传产品不讲技术吗？</strong></p><p><strong>你直接开源不就得了，还搞什么线下活动？</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="先回答问题">先回答问题<a href="#先回答问题" class="hash-link" aria-label="Direct link to 先回答问题" title="Direct link to 先回答问题">​</a></h2><p>关于第一个问题，<a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>已经慎重决定由创业项目转为纯开源项目，也就是说它后面将不会有一个创业公司实体来运营，它会真正依靠社区及其组织进行发展，就像Bevy等开源项目，当然我肯定也会持续在这个项目进行迭代开发。这也意味着它不再有商业利益，任意公司或个人都可以使用或者基于它进行修改或扩展。</p><p><strong>之所以这样的选择，很大一个原因是，我觉得这几年技术、环境和产品形态的变化和发展都很快，各种概念弥漫着整个世界，我认识和交流过很多投资人、创业者、开发者以及行业很多不太懂技术的各种角色，即使最聪明的人，往往也很难在一些关于技术的理解上达成共识，而且国内的整个环境普遍还是更关注上层的应用，而硅谷的很多产品创新更多是源于对技术的深刻理解。所以我觉得站在这个历史阶段，我们最重要的是要有一些关于技术的基础讨论形成共识，要有一些具体而系统的实践而不是停留在臆想，然后要将这样的基础共识开放为公共资源，形成一些坚强的共识底座，然后有了更清晰的技术理解，上层的创新才会真正的繁荣。Reality World 现在的使命就是尝试去成为其中的一股开放力量，它首先提出自己对技术和未来的系统理解，然后基于这些理解构建一种可供大家学习和讨论的实践，最后开源出来供大家传播、分享、讨论和发展。</strong></p><p>关于第二个问题，如果有朋友参加过我2018年的全国图形渲染技术巡讲，一个人围绕一个主题讲3～4个小时，在中国这种会议几乎是绝无仅有的，那种系统和深度远不是那种15～45分钟蜻蜓点水一样的感觉，这将是一场非常深刻的技术旅程，我相信每个人可以学到非常非常多的知识和理解，后面我会大概说明会讲什么内容。</p><p>关于第三个问题，这个项目跟其它项目非常不同，简单来说，直接开源出来让大家自己研究代码和文档可能并不好理解，通常我自己有时候也很难用简单的几句话向朋友或投资人说明Reality World是什么。一方面是Reality World太技术，涉及的每一个设计决策都有很多不同层面的考虑；另一方面它涉及的技术面非常广，从程序的组织结构、到编译/解释/链接，到运行时的虚拟机、调度和沙盒，以及还涉及到怎样用这些技术去解决比如元宇宙应用的一些需求等等；最后它的目标也不是一个简单的应用或者一个框架，它是介于框架和编程语言之间的一种用于构建应用的软件构造方法，但它本身也不是一种编程语言。</p><p><strong>所以，这么多复杂的事情耦合在一起，我必须用语音和视频的方式才能更清晰的表达它，才能让大家更好地理解这个项目的目的，不然开源一个大家都看不懂或者连看懂目的都很复杂的项目有什么意义呢？但好消息是，如果你听我一次系统的讲解，它其实理解起来非常简单，但这种简单它不能用简单的文字表达，否则你可能要花费远远大于3个小时的时间才能更清晰的理解这个项目的逻辑和目的。</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world是什么">Reality World是什么？<a href="#reality-world是什么" class="hash-link" aria-label="Direct link to Reality World是什么？" title="Direct link to Reality World是什么？">​</a></h2><p>尽管这个问题回答起来很困难，但我还是必须要尝试用简单的几句话解释它，否则都不知道它是何物，我为什么要去关注这个项目和参加这次活动呢？</p><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>是一个面向具有<strong>“未来特征”</strong>应用的开发框架和运行时，开发框架是指它是一个用于构建应用的工具，就像你用游戏引擎可以构建游戏程序，只不过现在它还不支持图形和UI显示，但是在将来它应该可以比较简单地集成一些渲染引擎或者UI框架，毕竟这部分的内容和工作流程大部分是比较成熟的，也可以很容易地把它嵌入到已有的游戏或者应用中，用于提供一些额外的功能。</p><p>所谓<strong>未来特征</strong>，我们主要指三个层面，后面会有更多讨论：</p><ul><li><strong>互操作性</strong></li><li><strong>相互协作</strong></li><li><strong>去中心化</strong></li></ul><p>实际上，这三个特性正对应着元宇宙（互操作性），大模型应用（多智能体协作）以及Web 3.0（去中心化）。尽管这三者之间的概念以及技术需求都是很模糊的，我们则尝试在这三者之间寻找一种统一的计算架构和软件构造方法。所以这就是Reality World技术上的复杂性，也就是为什么我们思考的是面向未来5~10年的应用的形态。</p><p>Reality World整个体系分为三个部分：</p><ul><li><strong>Cogine：</strong>是整个应用构建方法的底座和运行时，它定义这种应用的表述格式，以及对这种格式的动态解释和运行时的其它功能。该词的前缀 <em>co-</em> 取自<strong>Co</strong>mplexity system，或者<strong>Co</strong>gnitive computing，或者<strong>Co</strong>nversational computing，这些术语都是Cogine背后的一些技术思想；后缀 <em>-gine</em> 来自于En<strong>gine</strong>。所以可以称之为复杂引擎，认知计算引擎或者对话式计算引擎，其中复杂系统相关的一些理论是它重要的一些设计原则和目标。</li><li><strong>Reality Create：</strong>是这种应用的编辑器。</li><li><strong>Reality World：</strong>是这种应用的一个模拟器，任意一个基于Cogine定义的格式构建的应用程序包，都可以被它直接动态加载和运行。当然作为一个面向用户的应用程序，它还有其它一些功能，比如程序的安全授权管理，多程序的分组以及用户与程序的交互界面等等功能。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="讲什么">讲什么？<a href="#讲什么" class="hash-link" aria-label="Direct link to 讲什么？" title="Direct link to 讲什么？">​</a></h2><p>基本上，会分享所有关于Reality World的一切，包括它的为什么这么思考，具体的架构设计，以及一个具体的代码实现和Demo演示等。</p><p>计算机和数字化发展这么多年，我们已经积累了非常多的知识、理论和方法，从编程语言、软件工程到各种架构设计模式，而且几乎任何一种新的特别是偏底层的架构设计，往往都面临着跟其它很多模块的交互和协作，所以与单纯了解一种方法本身的知识相比，其背后的逻辑和设计思想有时候更为重要。</p><p>大体上，3~4个小时的演讲分为两个部分：</p><ul><li>约有40%的内容讨论为什么要这么设计</li><li>其它60%则介绍具有的架构设计及代码</li></ul><p>Reality World的目标，是要构建一种新的程序组织和构造的方法，所以最基础的问题就是为什么要构建一种新的方法？我们已经有非常成熟的各种体系，在传统的流程中，比如要构建一个应用程序，首先基本的各种编程语言如C++、Rust、Python、Javascript、C#、Go等基本上解决了大部分的逻辑组织和表达的问题，剩下的主要就是在显示层又会有不同的选择，比如要想实现3D的图形界面，至少得选择一个游戏引擎或者其它具有3D渲染能力的组件或者框架，2D的界面则有更多各式各样的选择，比如iOS和Android都有原生的UI交互框架，也有其它一些如React、Flutter等跨平台或者基于Web的各种框架。</p><p>因此这个其实是Reality World最核心要回答的问题。为什么要设计一种新的方法，我们将主要从两个层面来回答：</p><ul><li>外在层面</li><li>内在层面</li></ul><p><strong>外在层面</strong> 是指在编程语言和传统软件构造方法之外的需求，这部分也是更多对应40%的内容中为什么要这么设计的问题。过去几十年来应用构造的体系基本上都是围绕构建一个单一的程序体被隔离在单一的内存中运行的，在这种背景下，软件之间的功能通常都是相互隔离的，甚至即使是属于同一个用户不同应用之间的数据，虽然看起来都是同一个用户的数据，但是不同的软件之间却无法访问。这种机制在过去几十年都能够很好地解决我们的数字化的问题，直到Web 3.0和元宇宙的出现，这两种新的应用形态似乎都在尝试构建一个共享、互操作的数字世界。这要求应用之间需要高度交互能力，然而这种需求和传统的软件构造方法是天生相悖的，传统软件构造方法建立内存隔离的目的就是保护数据和内存中数据的安全，它的一个基本的安全底座就是系统的内存环境会保护程序内所有的数据，因此传统的编程语言和软件构造方法就没有太多专门针对这些数据的保护措施，但是当我们去掉这个内存保护，要求很多匿名的软件在一个内存环境中进行运行的时候，这种安全性怎么保证。虽然Web Assembly和一些容器等沙盒技术提供了一些解决方案，但是沙盒技术本身更多是为虚拟化而设计，它的主要方法也是建立模拟操作系统的内存保护机制。</p><p>因此，本质上针对这种新的需求，我们要重新思考软件构造方法本身。而要开发一种新的思路，我们就必须要很好地理解现有各种技术的原理及其问题，这里涉及的技术点比如编译器的寻址计算，内存机制，沙盒技术，USD/LLVM/MLIR等一些具有互操作和模块化能力的技术思想，虚拟机的作用，区块链中互操作性架构的一些思想。</p><p>除了外在的需求和驱动，现有的软件构造方法在 <strong>内在层面</strong> 也存在很多问题。一个现实的问题是编程仍然是一份门槛非常高的工作，全世界会编程的人不足0.5%，所以说我们今天的数字化的程度是远远不够的，因为剩下那么多群体能带来多少可能性是不可估量的。尽管现在有大模型这种提升编程效率的技术和方法，但是在软件构造方法本身没有变得更简单之前，也很难解决实质性的问题。</p><p>软件开发是由人去表达人类理解的逻辑流程，然而现代大部分编程语言的核心抽象都还是面向硬件和编译器的，我不是说编程语言一定要是自然语言，但是传统的编程语言中有很多的概念和规则都是面向计算机的。</p><p>首先，比如程序的数据管理是非常复杂的，你必须要定义数据被存放在哪里，怎么初始化，什么时候删除，当你需要执行某个具体逻辑的时候，往往需要搜集各种上下文以计算条件，这些数据充斥在各种结构各种对象中使用各种不同的方法进行封装。我们编程很多时间就是在组织这种数据，决定他们被怎样构造、初始化和存放才能使得获取它们变得更简单而灵活，而且这种结构也复杂往往越混乱，因为这些数据还对应着复杂的运行时状态，这样逻辑的执行就不光取决于数据，该取决于执行时它们的状态，这样你就不得不很好地维护它们正确的状态。</p><p>当一个程序员在思路TA代码中的逻辑跟TA思考现实生活中的某个事情时思路是完全不一样的，在现实中我们往往很少关注一个东西的位置我要把它放在哪里，我去访问的时候它们的组合状态对不对等，现实生活中的一切似乎都是那么自然，我们的精力都在关注事情的逻辑本身。</p><p>其次，程序的结构组织也是非常复杂的，我们人思路现实世界中的问题通常是线性的，先做什么再做什么，我们往往任意用流程图把它画出来，人与人之间的交流也非常简单。程序的流程则通常很难可视化，因为它的表达不是线性的，整个流程有点像一个深度优先的遍历算法，对于每一个开始的节点，它必须进入每个函数的调用链，直到所有的子函数调用都结束才会返回来执行下一步。就像我们人想事情是先把总体流程步骤想好，再去解决具体一个个细节问题，计算机程序是每做一件事情都需要把它的细节全部做完，然后开始下一件事情。你可以说每个函数内部在不去看系函数的时候也是线性的流程，但是你很难进行可视化，因为这些函数内部的细节，它们没有一些规范，函数的输入输出参数定义也不一样。更要命的是，你无法很轻易地对流程进行调试，比如想跳过、新增或者调整某些流程，这可能需要去修改源代码，而源代码通常不是注释那么简单，因为有些流程可能产生关联数据导致后面的流程根本就无法执行。</p><p>我把这个问题称为程序结构的问题，可见我们仍然无法用比较符合直觉的方法去构建逻辑流程。</p><p>所以我认为，编程这个事情的门槛，其实很大程度上并不是来源于编程语言本身，而是在与程序的结构组织和数据管理。这两个层面其实都是和编译器和硬件有关，正是因为编译器需要按照这样的方式编译为硬件可以执行的程序，所以编程语言才是这么设计。</p><p><strong>结合上述外在和内在的问题，Reality World的目标就是，通过深入分析程序构建和执行的整个过程，能不能设计出一种新的方法流程可以同时解决这两个问题。这就是我们这次技术分享会的重点内容</strong>。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="面向的受众群体是谁">面向的受众群体是谁？<a href="#面向的受众群体是谁" class="hash-link" aria-label="Direct link to 面向的受众群体是谁？" title="Direct link to 面向的受众群体是谁？">​</a></h2><p>本次活动主要面向两类人群：</p><ul><li>希望深入了解相关技术的开发人员</li><li>希望通过深入了解一些技术的思路来更好地理解一些新的技术概念的非技术人员</li></ul><p>对于技术人员，如果你关注以下技术，你可以来听听我的理解：</p><ul><li>游戏引擎架构</li><li>ECS/DOTS</li><li>USD</li><li>LLVM/MLIR</li><li>Rust</li><li>Web Assembly</li><li>编译、解释、链接过程</li><li>面向对象</li><li>函数式编程</li><li>LLM应用</li><li>元宇宙及互操作性</li><li>开放世界和复杂系统架构</li></ul><p>对于非技术人员，可以帮助你更好的理解以下技术概念：</p><ul><li>元宇宙</li><li>大模型应用架构</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源的目的是什么">开源的目的是什么？<a href="#开源的目的是什么" class="hash-link" aria-label="Direct link to 开源的目的是什么？" title="Direct link to 开源的目的是什么？">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="Direct link to License" title="Direct link to License">​</a></h3><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源什么">开源什么？<a href="#开源什么" class="hash-link" aria-label="Direct link to 开源什么？" title="Direct link to 开源什么？">​</a></h2><p>基本上，Reality World相关的所有一切都会开源，包括：</p><ul><li>核心代码</li><li>整理手稿：大概20多万字我整整一年记录的一些思考、参考信息和资料</li><li>架构文档：重新整理的系统性的技术文档，大概10多万字</li><li>白皮书</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源信息">开源信息<a href="#开源信息" class="hash-link" aria-label="Direct link to 开源信息" title="Direct link to 开源信息">​</a></h3><p>活动结束后将会上传代码，仓库地址：</p><p><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer">https://github.com/Cogine/RealityWorld</a></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源社区群">开源社区群<a href="#开源社区群" class="hash-link" aria-label="Direct link to 开源社区群" title="Direct link to 开源社区群">​</a></h3><p>由于人数问题以及广告太多，请先加我微信再社区群：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="活动信息">活动信息<a href="#活动信息" class="hash-link" aria-label="Direct link to 活动信息" title="Direct link to 活动信息">​</a></h2><p><strong>时间</strong>：2023.10.22</p><p><strong>地点：</strong>上海市长宁区长宁路1189号  长宁来福士办公楼T2座26楼 亚马逊演播厅</p><table><thead><tr><th align="left">时间</th><th>内容</th></tr></thead><tbody><tr><td align="left">13: 20</td><td>签到</td></tr><tr><td align="left">14: 00</td><td>技术分享</td></tr><tr><td align="left">17: 00</td><td>开放讨论</td></tr><tr><td align="left">18: 00</td><td>活动结束</td></tr></tbody></table><h2 class="anchor anchorWithStickyNavbar_LWe7" id="联系我">联系我<a href="#联系我" class="hash-link" aria-label="Direct link to 联系我" title="Direct link to 联系我">​</a></h2><p>分享者：秦春林</p><p>Reality World 创始人，前华为河图核心成员，<a href="https://github.com/ElvisQin/thegibook" target="_blank" rel="noopener noreferrer">《全局光照技术》</a>《我所理解的Cocos2d-x》作者。</p><p>自去年从华为离职独自创业探索一年半，致力于思考和探索能够为用户体验和生活带来全新价值的软件构造方法，现将这一年的探索毫无保留开源给社区，我将用3个小时非常系统、全面地分享我所有的思考和技术理解。</p><p>欢迎各位朋友与我交流和讨论，我的微信：ARealityWorld。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="官网地址">官网地址<a href="#官网地址" class="hash-link" aria-label="Direct link to 官网地址" title="Direct link to 官网地址">​</a></h2><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">https://realityworld.com/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="报名地址">报名地址<a href="#报名地址" class="hash-link" aria-label="Direct link to 报名地址" title="Direct link to 报名地址">​</a></h2><p><a href="https://9371398676573.huodongxing.com/event/1723877940100" target="_blank" rel="noopener noreferrer">https://9371398676573.huodongxing.com/event/1723877940100</a></p></div><footer class="row docusaurus-mt-lg 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href="/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>2 posts tagged with &quot;Cogine&quot;</h1><a href="/blog/tags">View All Tags</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><link itemprop="image" href="https://realityworld.com/img/blog/open-source-conference.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/blog/the-evolution-of-ECS">The Evolution of ECS</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-10T00:00:00.000Z" itemprop="datePublished">October 10, 2023</time> · <!-- -->0 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="Citation"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-04T00:00:00.000Z" itemprop="datePublished">October 4, 2023</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="citation">Citation<a href="#citation" class="hash-link" aria-label="Direct link to Citation" title="Direct link to Citation">​</a></h2><p>Cited as:</p><blockquote><p>Qin, Chunlin. (Oct 2023). Conversational computing: a new programming model empower LLM applications. Reality World. <a href="https://realityworld.com/blog/conversational-computing" target="_blank" rel="noopener noreferrer">https://realityworld.com/blog/conversational-computing</a>.</p></blockquote><p>Or</p><div class="language-latex codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-latex codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">@article{qin2023conversational,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  title   = &quot;Conversational computing: a new programming model empower LLM applications&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  author  = &quot;Qin, Chunlin&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  journal = &quot;Reality World&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  year    = &quot;2023&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  month   = &quot;Oct&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  url     = &quot;https://realityworld.com/blog/conversational-computing&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="references">References<a href="#references" class="hash-link" aria-label="Direct link to References" title="Direct link to References">​</a></h2></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><nav class="pagination-nav" aria-label="Blog list page navigation"></nav></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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href="/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>2 posts tagged with &quot;Cogine&quot;</h1><a href="/blog/tags">View All Tags</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><link itemprop="image" href="https://realityworld.com/img/blog/open-source-conference.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/blog/the-evolution-of-ECS">The Evolution of ECS</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-10T00:00:00.000Z" itemprop="datePublished">October 10, 2023</time> · <!-- -->0 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="Citation"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-04T00:00:00.000Z" itemprop="datePublished">October 4, 2023</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="citation">Citation<a href="#citation" class="hash-link" aria-label="Direct link to Citation" title="Direct link to Citation">​</a></h2><p>Cited as:</p><blockquote><p>Qin, Chunlin. (Oct 2023). Conversational computing: a new programming model empower LLM applications. Reality World. <a href="https://realityworld.com/blog/conversational-computing" target="_blank" rel="noopener noreferrer">https://realityworld.com/blog/conversational-computing</a>.</p></blockquote><p>Or</p><div class="language-latex codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-latex codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">@article{qin2023conversational,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  title   = &quot;Conversational computing: a new programming model empower LLM applications&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  author  = &quot;Qin, Chunlin&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  journal = &quot;Reality World&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  year    = &quot;2023&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  month   = &quot;Oct&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  url     = &quot;https://realityworld.com/blog/conversational-computing&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="references">References<a href="#references" class="hash-link" aria-label="Direct link to References" title="Direct link to References">​</a></h2></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><nav class="pagination-nav" aria-label="Blog list page navigation"></nav></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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href="/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>One post tagged with &quot;Open source&quot;</h1><a href="/blog/tags">View All Tags</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="呃，这又是一个创业公司营销的噱头和方式吗？"><link itemprop="image" href="https://realityworld.com/img/blog/open-source-conference.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-09T00:00:00.000Z" itemprop="datePublished">October 9, 2023</time> · <!-- -->28 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><strong>呃，这又是一个创业公司营销的噱头和方式吗？</strong></p><p><strong>又去看他们宣传产品不讲技术吗？</strong></p><p><strong>你直接开源不就得了，还搞什么线下活动？</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="先回答问题">先回答问题<a href="#先回答问题" class="hash-link" aria-label="Direct link to 先回答问题" title="Direct link to 先回答问题">​</a></h2><p>关于第一个问题，<a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>已经慎重决定由创业项目转为纯开源项目，也就是说它后面将不会有一个创业公司实体来运营，它会真正依靠社区及其组织进行发展，就像Bevy等开源项目，当然我肯定也会持续在这个项目进行迭代开发。这也意味着它不再有商业利益，任意公司或个人都可以使用或者基于它进行修改或扩展。</p><p><strong>之所以这样的选择，很大一个原因是，我觉得这几年技术、环境和产品形态的变化和发展都很快，各种概念弥漫着整个世界，我认识和交流过很多投资人、创业者、开发者以及行业很多不太懂技术的各种角色，即使最聪明的人，往往也很难在一些关于技术的理解上达成共识，而且国内的整个环境普遍还是更关注上层的应用，而硅谷的很多产品创新更多是源于对技术的深刻理解。所以我觉得站在这个历史阶段，我们最重要的是要有一些关于技术的基础讨论形成共识，要有一些具体而系统的实践而不是停留在臆想，然后要将这样的基础共识开放为公共资源，形成一些坚强的共识底座，然后有了更清晰的技术理解，上层的创新才会真正的繁荣。Reality World 现在的使命就是尝试去成为其中的一股开放力量，它首先提出自己对技术和未来的系统理解，然后基于这些理解构建一种可供大家学习和讨论的实践，最后开源出来供大家传播、分享、讨论和发展。</strong></p><p>关于第二个问题，如果有朋友参加过我2018年的全国图形渲染技术巡讲，一个人围绕一个主题讲3～4个小时，在中国这种会议几乎是绝无仅有的，那种系统和深度远不是那种15～45分钟蜻蜓点水一样的感觉，这将是一场非常深刻的技术旅程，我相信每个人可以学到非常非常多的知识和理解，后面我会大概说明会讲什么内容。</p><p>关于第三个问题，这个项目跟其它项目非常不同，简单来说，直接开源出来让大家自己研究代码和文档可能并不好理解，通常我自己有时候也很难用简单的几句话向朋友或投资人说明Reality World是什么。一方面是Reality World太技术，涉及的每一个设计决策都有很多不同层面的考虑；另一方面它涉及的技术面非常广，从程序的组织结构、到编译/解释/链接，到运行时的虚拟机、调度和沙盒，以及还涉及到怎样用这些技术去解决比如元宇宙应用的一些需求等等；最后它的目标也不是一个简单的应用或者一个框架，它是介于框架和编程语言之间的一种用于构建应用的软件构造方法，但它本身也不是一种编程语言。</p><p><strong>所以，这么多复杂的事情耦合在一起，我必须用语音和视频的方式才能更清晰的表达它，才能让大家更好地理解这个项目的目的，不然开源一个大家都看不懂或者连看懂目的都很复杂的项目有什么意义呢？但好消息是，如果你听我一次系统的讲解，它其实理解起来非常简单，但这种简单它不能用简单的文字表达，否则你可能要花费远远大于3个小时的时间才能更清晰的理解这个项目的逻辑和目的。</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world是什么">Reality World是什么？<a href="#reality-world是什么" class="hash-link" aria-label="Direct link to Reality World是什么？" title="Direct link to Reality World是什么？">​</a></h2><p>尽管这个问题回答起来很困难，但我还是必须要尝试用简单的几句话解释它，否则都不知道它是何物，我为什么要去关注这个项目和参加这次活动呢？</p><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>是一个面向具有<strong>“未来特征”</strong>应用的开发框架和运行时，开发框架是指它是一个用于构建应用的工具，就像你用游戏引擎可以构建游戏程序，只不过现在它还不支持图形和UI显示，但是在将来它应该可以比较简单地集成一些渲染引擎或者UI框架，毕竟这部分的内容和工作流程大部分是比较成熟的，也可以很容易地把它嵌入到已有的游戏或者应用中，用于提供一些额外的功能。</p><p>所谓<strong>未来特征</strong>，我们主要指三个层面，后面会有更多讨论：</p><ul><li><strong>互操作性</strong></li><li><strong>相互协作</strong></li><li><strong>去中心化</strong></li></ul><p>实际上，这三个特性正对应着元宇宙（互操作性），大模型应用（多智能体协作）以及Web 3.0（去中心化）。尽管这三者之间的概念以及技术需求都是很模糊的，我们则尝试在这三者之间寻找一种统一的计算架构和软件构造方法。所以这就是Reality World技术上的复杂性，也就是为什么我们思考的是面向未来5~10年的应用的形态。</p><p>Reality World整个体系分为三个部分：</p><ul><li><strong>Cogine：</strong>是整个应用构建方法的底座和运行时，它定义这种应用的表述格式，以及对这种格式的动态解释和运行时的其它功能。该词的前缀 <em>co-</em> 取自<strong>Co</strong>mplexity system，或者<strong>Co</strong>gnitive computing，或者<strong>Co</strong>nversational computing，这些术语都是Cogine背后的一些技术思想；后缀 <em>-gine</em> 来自于En<strong>gine</strong>。所以可以称之为复杂引擎，认知计算引擎或者对话式计算引擎，其中复杂系统相关的一些理论是它重要的一些设计原则和目标。</li><li><strong>Reality Create：</strong>是这种应用的编辑器。</li><li><strong>Reality World：</strong>是这种应用的一个模拟器，任意一个基于Cogine定义的格式构建的应用程序包，都可以被它直接动态加载和运行。当然作为一个面向用户的应用程序，它还有其它一些功能，比如程序的安全授权管理，多程序的分组以及用户与程序的交互界面等等功能。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="讲什么">讲什么？<a href="#讲什么" class="hash-link" aria-label="Direct link to 讲什么？" title="Direct link to 讲什么？">​</a></h2><p>基本上，会分享所有关于Reality World的一切，包括它的为什么这么思考，具体的架构设计，以及一个具体的代码实现和Demo演示等。</p><p>计算机和数字化发展这么多年，我们已经积累了非常多的知识、理论和方法，从编程语言、软件工程到各种架构设计模式，而且几乎任何一种新的特别是偏底层的架构设计，往往都面临着跟其它很多模块的交互和协作，所以与单纯了解一种方法本身的知识相比，其背后的逻辑和设计思想有时候更为重要。</p><p>大体上，3~4个小时的演讲分为两个部分：</p><ul><li>约有40%的内容讨论为什么要这么设计</li><li>其它60%则介绍具有的架构设计及代码</li></ul><p>Reality World的目标，是要构建一种新的程序组织和构造的方法，所以最基础的问题就是为什么要构建一种新的方法？我们已经有非常成熟的各种体系，在传统的流程中，比如要构建一个应用程序，首先基本的各种编程语言如C++、Rust、Python、Javascript、C#、Go等基本上解决了大部分的逻辑组织和表达的问题，剩下的主要就是在显示层又会有不同的选择，比如要想实现3D的图形界面，至少得选择一个游戏引擎或者其它具有3D渲染能力的组件或者框架，2D的界面则有更多各式各样的选择，比如iOS和Android都有原生的UI交互框架，也有其它一些如React、Flutter等跨平台或者基于Web的各种框架。</p><p>因此这个其实是Reality World最核心要回答的问题。为什么要设计一种新的方法，我们将主要从两个层面来回答：</p><ul><li>外在层面</li><li>内在层面</li></ul><p><strong>外在层面</strong> 是指在编程语言和传统软件构造方法之外的需求，这部分也是更多对应40%的内容中为什么要这么设计的问题。过去几十年来应用构造的体系基本上都是围绕构建一个单一的程序体被隔离在单一的内存中运行的，在这种背景下，软件之间的功能通常都是相互隔离的，甚至即使是属于同一个用户不同应用之间的数据，虽然看起来都是同一个用户的数据，但是不同的软件之间却无法访问。这种机制在过去几十年都能够很好地解决我们的数字化的问题，直到Web 3.0和元宇宙的出现，这两种新的应用形态似乎都在尝试构建一个共享、互操作的数字世界。这要求应用之间需要高度交互能力，然而这种需求和传统的软件构造方法是天生相悖的，传统软件构造方法建立内存隔离的目的就是保护数据和内存中数据的安全，它的一个基本的安全底座就是系统的内存环境会保护程序内所有的数据，因此传统的编程语言和软件构造方法就没有太多专门针对这些数据的保护措施，但是当我们去掉这个内存保护，要求很多匿名的软件在一个内存环境中进行运行的时候，这种安全性怎么保证。虽然Web Assembly和一些容器等沙盒技术提供了一些解决方案，但是沙盒技术本身更多是为虚拟化而设计，它的主要方法也是建立模拟操作系统的内存保护机制。</p><p>因此，本质上针对这种新的需求，我们要重新思考软件构造方法本身。而要开发一种新的思路，我们就必须要很好地理解现有各种技术的原理及其问题，这里涉及的技术点比如编译器的寻址计算，内存机制，沙盒技术，USD/LLVM/MLIR等一些具有互操作和模块化能力的技术思想，虚拟机的作用，区块链中互操作性架构的一些思想。</p><p>除了外在的需求和驱动，现有的软件构造方法在 <strong>内在层面</strong> 也存在很多问题。一个现实的问题是编程仍然是一份门槛非常高的工作，全世界会编程的人不足0.5%，所以说我们今天的数字化的程度是远远不够的，因为剩下那么多群体能带来多少可能性是不可估量的。尽管现在有大模型这种提升编程效率的技术和方法，但是在软件构造方法本身没有变得更简单之前，也很难解决实质性的问题。</p><p>软件开发是由人去表达人类理解的逻辑流程，然而现代大部分编程语言的核心抽象都还是面向硬件和编译器的，我不是说编程语言一定要是自然语言，但是传统的编程语言中有很多的概念和规则都是面向计算机的。</p><p>首先，比如程序的数据管理是非常复杂的，你必须要定义数据被存放在哪里，怎么初始化，什么时候删除，当你需要执行某个具体逻辑的时候，往往需要搜集各种上下文以计算条件，这些数据充斥在各种结构各种对象中使用各种不同的方法进行封装。我们编程很多时间就是在组织这种数据，决定他们被怎样构造、初始化和存放才能使得获取它们变得更简单而灵活，而且这种结构也复杂往往越混乱，因为这些数据还对应着复杂的运行时状态，这样逻辑的执行就不光取决于数据，该取决于执行时它们的状态，这样你就不得不很好地维护它们正确的状态。</p><p>当一个程序员在思路TA代码中的逻辑跟TA思考现实生活中的某个事情时思路是完全不一样的，在现实中我们往往很少关注一个东西的位置我要把它放在哪里，我去访问的时候它们的组合状态对不对等，现实生活中的一切似乎都是那么自然，我们的精力都在关注事情的逻辑本身。</p><p>其次，程序的结构组织也是非常复杂的，我们人思路现实世界中的问题通常是线性的，先做什么再做什么，我们往往任意用流程图把它画出来，人与人之间的交流也非常简单。程序的流程则通常很难可视化，因为它的表达不是线性的，整个流程有点像一个深度优先的遍历算法，对于每一个开始的节点，它必须进入每个函数的调用链，直到所有的子函数调用都结束才会返回来执行下一步。就像我们人想事情是先把总体流程步骤想好，再去解决具体一个个细节问题，计算机程序是每做一件事情都需要把它的细节全部做完，然后开始下一件事情。你可以说每个函数内部在不去看系函数的时候也是线性的流程，但是你很难进行可视化，因为这些函数内部的细节，它们没有一些规范，函数的输入输出参数定义也不一样。更要命的是，你无法很轻易地对流程进行调试，比如想跳过、新增或者调整某些流程，这可能需要去修改源代码，而源代码通常不是注释那么简单，因为有些流程可能产生关联数据导致后面的流程根本就无法执行。</p><p>我把这个问题称为程序结构的问题，可见我们仍然无法用比较符合直觉的方法去构建逻辑流程。</p><p>所以我认为，编程这个事情的门槛，其实很大程度上并不是来源于编程语言本身，而是在与程序的结构组织和数据管理。这两个层面其实都是和编译器和硬件有关，正是因为编译器需要按照这样的方式编译为硬件可以执行的程序，所以编程语言才是这么设计。</p><p><strong>结合上述外在和内在的问题，Reality World的目标就是，通过深入分析程序构建和执行的整个过程，能不能设计出一种新的方法流程可以同时解决这两个问题。这就是我们这次技术分享会的重点内容</strong>。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="面向的受众群体是谁">面向的受众群体是谁？<a href="#面向的受众群体是谁" class="hash-link" aria-label="Direct link to 面向的受众群体是谁？" title="Direct link to 面向的受众群体是谁？">​</a></h2><p>本次活动主要面向两类人群：</p><ul><li>希望深入了解相关技术的开发人员</li><li>希望通过深入了解一些技术的思路来更好地理解一些新的技术概念的非技术人员</li></ul><p>对于技术人员，如果你关注以下技术，你可以来听听我的理解：</p><ul><li>游戏引擎架构</li><li>ECS/DOTS</li><li>USD</li><li>LLVM/MLIR</li><li>Rust</li><li>Web Assembly</li><li>编译、解释、链接过程</li><li>面向对象</li><li>函数式编程</li><li>LLM应用</li><li>元宇宙及互操作性</li><li>开放世界和复杂系统架构</li></ul><p>对于非技术人员，可以帮助你更好的理解以下技术概念：</p><ul><li>元宇宙</li><li>大模型应用架构</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源的目的是什么">开源的目的是什么？<a href="#开源的目的是什么" class="hash-link" aria-label="Direct link to 开源的目的是什么？" title="Direct link to 开源的目的是什么？">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="Direct link to License" title="Direct link to License">​</a></h3><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源什么">开源什么？<a href="#开源什么" class="hash-link" aria-label="Direct link to 开源什么？" title="Direct link to 开源什么？">​</a></h2><p>基本上，Reality World相关的所有一切都会开源，包括：</p><ul><li>核心代码</li><li>整理手稿：大概20多万字我整整一年记录的一些思考、参考信息和资料</li><li>架构文档：重新整理的系统性的技术文档，大概10多万字</li><li>白皮书</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源信息">开源信息<a href="#开源信息" class="hash-link" aria-label="Direct link to 开源信息" title="Direct link to 开源信息">​</a></h3><p>活动结束后将会上传代码，仓库地址：</p><p><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer">https://github.com/Cogine/RealityWorld</a></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源社区群">开源社区群<a href="#开源社区群" class="hash-link" aria-label="Direct link to 开源社区群" title="Direct link to 开源社区群">​</a></h3><p>由于人数问题以及广告太多，请先加我微信再社区群：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="活动信息">活动信息<a href="#活动信息" class="hash-link" aria-label="Direct link to 活动信息" title="Direct link to 活动信息">​</a></h2><p><strong>时间</strong>：2023.10.22</p><p><strong>地点：</strong>上海市长宁区长宁路1189号  长宁来福士办公楼T2座26楼 亚马逊演播厅</p><table><thead><tr><th align="left">时间</th><th>内容</th></tr></thead><tbody><tr><td align="left">13: 20</td><td>签到</td></tr><tr><td align="left">14: 00</td><td>技术分享</td></tr><tr><td align="left">17: 00</td><td>开放讨论</td></tr><tr><td align="left">18: 00</td><td>活动结束</td></tr></tbody></table><h2 class="anchor anchorWithStickyNavbar_LWe7" id="联系我">联系我<a href="#联系我" class="hash-link" aria-label="Direct link to 联系我" title="Direct link to 联系我">​</a></h2><p>分享者：秦春林</p><p>Reality World 创始人，前华为河图核心成员，<a href="https://github.com/ElvisQin/thegibook" target="_blank" rel="noopener noreferrer">《全局光照技术》</a>《我所理解的Cocos2d-x》作者。</p><p>自去年从华为离职独自创业探索一年半，致力于思考和探索能够为用户体验和生活带来全新价值的软件构造方法，现将这一年的探索毫无保留开源给社区，我将用3个小时非常系统、全面地分享我所有的思考和技术理解。</p><p>欢迎各位朋友与我交流和讨论，我的微信：ARealityWorld。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="官网地址">官网地址<a href="#官网地址" class="hash-link" aria-label="Direct link to 官网地址" title="Direct link to 官网地址">​</a></h2><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">https://realityworld.com/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="报名地址">报名地址<a href="#报名地址" class="hash-link" aria-label="Direct link to 报名地址" title="Direct link to 报名地址">​</a></h2><p><a href="https://9371398676573.huodongxing.com/event/1723877940100" target="_blank" rel="noopener noreferrer">https://9371398676573.huodongxing.com/event/1723877940100</a></p></div><footer class="row 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href="/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>One post tagged with &quot;Open source&quot;</h1><a href="/blog/tags">View All Tags</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="呃，这又是一个创业公司营销的噱头和方式吗？"><link itemprop="image" href="https://realityworld.com/img/blog/open-source-conference.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-09T00:00:00.000Z" itemprop="datePublished">October 9, 2023</time> · <!-- -->28 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><strong>呃，这又是一个创业公司营销的噱头和方式吗？</strong></p><p><strong>又去看他们宣传产品不讲技术吗？</strong></p><p><strong>你直接开源不就得了，还搞什么线下活动？</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="先回答问题">先回答问题<a href="#先回答问题" class="hash-link" aria-label="Direct link to 先回答问题" title="Direct link to 先回答问题">​</a></h2><p>关于第一个问题，<a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>已经慎重决定由创业项目转为纯开源项目，也就是说它后面将不会有一个创业公司实体来运营，它会真正依靠社区及其组织进行发展，就像Bevy等开源项目，当然我肯定也会持续在这个项目进行迭代开发。这也意味着它不再有商业利益，任意公司或个人都可以使用或者基于它进行修改或扩展。</p><p><strong>之所以这样的选择，很大一个原因是，我觉得这几年技术、环境和产品形态的变化和发展都很快，各种概念弥漫着整个世界，我认识和交流过很多投资人、创业者、开发者以及行业很多不太懂技术的各种角色，即使最聪明的人，往往也很难在一些关于技术的理解上达成共识，而且国内的整个环境普遍还是更关注上层的应用，而硅谷的很多产品创新更多是源于对技术的深刻理解。所以我觉得站在这个历史阶段，我们最重要的是要有一些关于技术的基础讨论形成共识，要有一些具体而系统的实践而不是停留在臆想，然后要将这样的基础共识开放为公共资源，形成一些坚强的共识底座，然后有了更清晰的技术理解，上层的创新才会真正的繁荣。Reality World 现在的使命就是尝试去成为其中的一股开放力量，它首先提出自己对技术和未来的系统理解，然后基于这些理解构建一种可供大家学习和讨论的实践，最后开源出来供大家传播、分享、讨论和发展。</strong></p><p>关于第二个问题，如果有朋友参加过我2018年的全国图形渲染技术巡讲，一个人围绕一个主题讲3～4个小时，在中国这种会议几乎是绝无仅有的，那种系统和深度远不是那种15～45分钟蜻蜓点水一样的感觉，这将是一场非常深刻的技术旅程，我相信每个人可以学到非常非常多的知识和理解，后面我会大概说明会讲什么内容。</p><p>关于第三个问题，这个项目跟其它项目非常不同，简单来说，直接开源出来让大家自己研究代码和文档可能并不好理解，通常我自己有时候也很难用简单的几句话向朋友或投资人说明Reality World是什么。一方面是Reality World太技术，涉及的每一个设计决策都有很多不同层面的考虑；另一方面它涉及的技术面非常广，从程序的组织结构、到编译/解释/链接，到运行时的虚拟机、调度和沙盒，以及还涉及到怎样用这些技术去解决比如元宇宙应用的一些需求等等；最后它的目标也不是一个简单的应用或者一个框架，它是介于框架和编程语言之间的一种用于构建应用的软件构造方法，但它本身也不是一种编程语言。</p><p><strong>所以，这么多复杂的事情耦合在一起，我必须用语音和视频的方式才能更清晰的表达它，才能让大家更好地理解这个项目的目的，不然开源一个大家都看不懂或者连看懂目的都很复杂的项目有什么意义呢？但好消息是，如果你听我一次系统的讲解，它其实理解起来非常简单，但这种简单它不能用简单的文字表达，否则你可能要花费远远大于3个小时的时间才能更清晰的理解这个项目的逻辑和目的。</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world是什么">Reality World是什么？<a href="#reality-world是什么" class="hash-link" aria-label="Direct link to Reality World是什么？" title="Direct link to Reality World是什么？">​</a></h2><p>尽管这个问题回答起来很困难，但我还是必须要尝试用简单的几句话解释它，否则都不知道它是何物，我为什么要去关注这个项目和参加这次活动呢？</p><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>是一个面向具有<strong>“未来特征”</strong>应用的开发框架和运行时，开发框架是指它是一个用于构建应用的工具，就像你用游戏引擎可以构建游戏程序，只不过现在它还不支持图形和UI显示，但是在将来它应该可以比较简单地集成一些渲染引擎或者UI框架，毕竟这部分的内容和工作流程大部分是比较成熟的，也可以很容易地把它嵌入到已有的游戏或者应用中，用于提供一些额外的功能。</p><p>所谓<strong>未来特征</strong>，我们主要指三个层面，后面会有更多讨论：</p><ul><li><strong>互操作性</strong></li><li><strong>相互协作</strong></li><li><strong>去中心化</strong></li></ul><p>实际上，这三个特性正对应着元宇宙（互操作性），大模型应用（多智能体协作）以及Web 3.0（去中心化）。尽管这三者之间的概念以及技术需求都是很模糊的，我们则尝试在这三者之间寻找一种统一的计算架构和软件构造方法。所以这就是Reality World技术上的复杂性，也就是为什么我们思考的是面向未来5~10年的应用的形态。</p><p>Reality World整个体系分为三个部分：</p><ul><li><strong>Cogine：</strong>是整个应用构建方法的底座和运行时，它定义这种应用的表述格式，以及对这种格式的动态解释和运行时的其它功能。该词的前缀 <em>co-</em> 取自<strong>Co</strong>mplexity system，或者<strong>Co</strong>gnitive computing，或者<strong>Co</strong>nversational computing，这些术语都是Cogine背后的一些技术思想；后缀 <em>-gine</em> 来自于En<strong>gine</strong>。所以可以称之为复杂引擎，认知计算引擎或者对话式计算引擎，其中复杂系统相关的一些理论是它重要的一些设计原则和目标。</li><li><strong>Reality Create：</strong>是这种应用的编辑器。</li><li><strong>Reality World：</strong>是这种应用的一个模拟器，任意一个基于Cogine定义的格式构建的应用程序包，都可以被它直接动态加载和运行。当然作为一个面向用户的应用程序，它还有其它一些功能，比如程序的安全授权管理，多程序的分组以及用户与程序的交互界面等等功能。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="讲什么">讲什么？<a href="#讲什么" class="hash-link" aria-label="Direct link to 讲什么？" title="Direct link to 讲什么？">​</a></h2><p>基本上，会分享所有关于Reality World的一切，包括它的为什么这么思考，具体的架构设计，以及一个具体的代码实现和Demo演示等。</p><p>计算机和数字化发展这么多年，我们已经积累了非常多的知识、理论和方法，从编程语言、软件工程到各种架构设计模式，而且几乎任何一种新的特别是偏底层的架构设计，往往都面临着跟其它很多模块的交互和协作，所以与单纯了解一种方法本身的知识相比，其背后的逻辑和设计思想有时候更为重要。</p><p>大体上，3~4个小时的演讲分为两个部分：</p><ul><li>约有40%的内容讨论为什么要这么设计</li><li>其它60%则介绍具有的架构设计及代码</li></ul><p>Reality World的目标，是要构建一种新的程序组织和构造的方法，所以最基础的问题就是为什么要构建一种新的方法？我们已经有非常成熟的各种体系，在传统的流程中，比如要构建一个应用程序，首先基本的各种编程语言如C++、Rust、Python、Javascript、C#、Go等基本上解决了大部分的逻辑组织和表达的问题，剩下的主要就是在显示层又会有不同的选择，比如要想实现3D的图形界面，至少得选择一个游戏引擎或者其它具有3D渲染能力的组件或者框架，2D的界面则有更多各式各样的选择，比如iOS和Android都有原生的UI交互框架，也有其它一些如React、Flutter等跨平台或者基于Web的各种框架。</p><p>因此这个其实是Reality World最核心要回答的问题。为什么要设计一种新的方法，我们将主要从两个层面来回答：</p><ul><li>外在层面</li><li>内在层面</li></ul><p><strong>外在层面</strong> 是指在编程语言和传统软件构造方法之外的需求，这部分也是更多对应40%的内容中为什么要这么设计的问题。过去几十年来应用构造的体系基本上都是围绕构建一个单一的程序体被隔离在单一的内存中运行的，在这种背景下，软件之间的功能通常都是相互隔离的，甚至即使是属于同一个用户不同应用之间的数据，虽然看起来都是同一个用户的数据，但是不同的软件之间却无法访问。这种机制在过去几十年都能够很好地解决我们的数字化的问题，直到Web 3.0和元宇宙的出现，这两种新的应用形态似乎都在尝试构建一个共享、互操作的数字世界。这要求应用之间需要高度交互能力，然而这种需求和传统的软件构造方法是天生相悖的，传统软件构造方法建立内存隔离的目的就是保护数据和内存中数据的安全，它的一个基本的安全底座就是系统的内存环境会保护程序内所有的数据，因此传统的编程语言和软件构造方法就没有太多专门针对这些数据的保护措施，但是当我们去掉这个内存保护，要求很多匿名的软件在一个内存环境中进行运行的时候，这种安全性怎么保证。虽然Web Assembly和一些容器等沙盒技术提供了一些解决方案，但是沙盒技术本身更多是为虚拟化而设计，它的主要方法也是建立模拟操作系统的内存保护机制。</p><p>因此，本质上针对这种新的需求，我们要重新思考软件构造方法本身。而要开发一种新的思路，我们就必须要很好地理解现有各种技术的原理及其问题，这里涉及的技术点比如编译器的寻址计算，内存机制，沙盒技术，USD/LLVM/MLIR等一些具有互操作和模块化能力的技术思想，虚拟机的作用，区块链中互操作性架构的一些思想。</p><p>除了外在的需求和驱动，现有的软件构造方法在 <strong>内在层面</strong> 也存在很多问题。一个现实的问题是编程仍然是一份门槛非常高的工作，全世界会编程的人不足0.5%，所以说我们今天的数字化的程度是远远不够的，因为剩下那么多群体能带来多少可能性是不可估量的。尽管现在有大模型这种提升编程效率的技术和方法，但是在软件构造方法本身没有变得更简单之前，也很难解决实质性的问题。</p><p>软件开发是由人去表达人类理解的逻辑流程，然而现代大部分编程语言的核心抽象都还是面向硬件和编译器的，我不是说编程语言一定要是自然语言，但是传统的编程语言中有很多的概念和规则都是面向计算机的。</p><p>首先，比如程序的数据管理是非常复杂的，你必须要定义数据被存放在哪里，怎么初始化，什么时候删除，当你需要执行某个具体逻辑的时候，往往需要搜集各种上下文以计算条件，这些数据充斥在各种结构各种对象中使用各种不同的方法进行封装。我们编程很多时间就是在组织这种数据，决定他们被怎样构造、初始化和存放才能使得获取它们变得更简单而灵活，而且这种结构也复杂往往越混乱，因为这些数据还对应着复杂的运行时状态，这样逻辑的执行就不光取决于数据，该取决于执行时它们的状态，这样你就不得不很好地维护它们正确的状态。</p><p>当一个程序员在思路TA代码中的逻辑跟TA思考现实生活中的某个事情时思路是完全不一样的，在现实中我们往往很少关注一个东西的位置我要把它放在哪里，我去访问的时候它们的组合状态对不对等，现实生活中的一切似乎都是那么自然，我们的精力都在关注事情的逻辑本身。</p><p>其次，程序的结构组织也是非常复杂的，我们人思路现实世界中的问题通常是线性的，先做什么再做什么，我们往往任意用流程图把它画出来，人与人之间的交流也非常简单。程序的流程则通常很难可视化，因为它的表达不是线性的，整个流程有点像一个深度优先的遍历算法，对于每一个开始的节点，它必须进入每个函数的调用链，直到所有的子函数调用都结束才会返回来执行下一步。就像我们人想事情是先把总体流程步骤想好，再去解决具体一个个细节问题，计算机程序是每做一件事情都需要把它的细节全部做完，然后开始下一件事情。你可以说每个函数内部在不去看系函数的时候也是线性的流程，但是你很难进行可视化，因为这些函数内部的细节，它们没有一些规范，函数的输入输出参数定义也不一样。更要命的是，你无法很轻易地对流程进行调试，比如想跳过、新增或者调整某些流程，这可能需要去修改源代码，而源代码通常不是注释那么简单，因为有些流程可能产生关联数据导致后面的流程根本就无法执行。</p><p>我把这个问题称为程序结构的问题，可见我们仍然无法用比较符合直觉的方法去构建逻辑流程。</p><p>所以我认为，编程这个事情的门槛，其实很大程度上并不是来源于编程语言本身，而是在与程序的结构组织和数据管理。这两个层面其实都是和编译器和硬件有关，正是因为编译器需要按照这样的方式编译为硬件可以执行的程序，所以编程语言才是这么设计。</p><p><strong>结合上述外在和内在的问题，Reality World的目标就是，通过深入分析程序构建和执行的整个过程，能不能设计出一种新的方法流程可以同时解决这两个问题。这就是我们这次技术分享会的重点内容</strong>。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="面向的受众群体是谁">面向的受众群体是谁？<a href="#面向的受众群体是谁" class="hash-link" aria-label="Direct link to 面向的受众群体是谁？" title="Direct link to 面向的受众群体是谁？">​</a></h2><p>本次活动主要面向两类人群：</p><ul><li>希望深入了解相关技术的开发人员</li><li>希望通过深入了解一些技术的思路来更好地理解一些新的技术概念的非技术人员</li></ul><p>对于技术人员，如果你关注以下技术，你可以来听听我的理解：</p><ul><li>游戏引擎架构</li><li>ECS/DOTS</li><li>USD</li><li>LLVM/MLIR</li><li>Rust</li><li>Web Assembly</li><li>编译、解释、链接过程</li><li>面向对象</li><li>函数式编程</li><li>LLM应用</li><li>元宇宙及互操作性</li><li>开放世界和复杂系统架构</li></ul><p>对于非技术人员，可以帮助你更好的理解以下技术概念：</p><ul><li>元宇宙</li><li>大模型应用架构</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源的目的是什么">开源的目的是什么？<a href="#开源的目的是什么" class="hash-link" aria-label="Direct link to 开源的目的是什么？" title="Direct link to 开源的目的是什么？">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="Direct link to License" title="Direct link to License">​</a></h3><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源什么">开源什么？<a href="#开源什么" class="hash-link" aria-label="Direct link to 开源什么？" title="Direct link to 开源什么？">​</a></h2><p>基本上，Reality World相关的所有一切都会开源，包括：</p><ul><li>核心代码</li><li>整理手稿：大概20多万字我整整一年记录的一些思考、参考信息和资料</li><li>架构文档：重新整理的系统性的技术文档，大概10多万字</li><li>白皮书</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源信息">开源信息<a href="#开源信息" class="hash-link" aria-label="Direct link to 开源信息" title="Direct link to 开源信息">​</a></h3><p>活动结束后将会上传代码，仓库地址：</p><p><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer">https://github.com/Cogine/RealityWorld</a></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源社区群">开源社区群<a href="#开源社区群" class="hash-link" aria-label="Direct link to 开源社区群" title="Direct link to 开源社区群">​</a></h3><p>由于人数问题以及广告太多，请先加我微信再社区群：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="活动信息">活动信息<a href="#活动信息" class="hash-link" aria-label="Direct link to 活动信息" title="Direct link to 活动信息">​</a></h2><p><strong>时间</strong>：2023.10.22</p><p><strong>地点：</strong>上海市长宁区长宁路1189号  长宁来福士办公楼T2座26楼 亚马逊演播厅</p><table><thead><tr><th align="left">时间</th><th>内容</th></tr></thead><tbody><tr><td align="left">13: 20</td><td>签到</td></tr><tr><td align="left">14: 00</td><td>技术分享</td></tr><tr><td align="left">17: 00</td><td>开放讨论</td></tr><tr><td align="left">18: 00</td><td>活动结束</td></tr></tbody></table><h2 class="anchor anchorWithStickyNavbar_LWe7" id="联系我">联系我<a href="#联系我" class="hash-link" aria-label="Direct link to 联系我" title="Direct link to 联系我">​</a></h2><p>分享者：秦春林</p><p>Reality World 创始人，前华为河图核心成员，<a href="https://github.com/ElvisQin/thegibook" target="_blank" rel="noopener noreferrer">《全局光照技术》</a>《我所理解的Cocos2d-x》作者。</p><p>自去年从华为离职独自创业探索一年半，致力于思考和探索能够为用户体验和生活带来全新价值的软件构造方法，现将这一年的探索毫无保留开源给社区，我将用3个小时非常系统、全面地分享我所有的思考和技术理解。</p><p>欢迎各位朋友与我交流和讨论，我的微信：ARealityWorld。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="官网地址">官网地址<a href="#官网地址" class="hash-link" aria-label="Direct link to 官网地址" title="Direct link to 官网地址">​</a></h2><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">https://realityworld.com/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="报名地址">报名地址<a href="#报名地址" class="hash-link" aria-label="Direct link to 报名地址" title="Direct link to 报名地址">​</a></h2><p><a href="https://9371398676573.huodongxing.com/event/1723877940100" target="_blank" rel="noopener noreferrer">https://9371398676573.huodongxing.com/event/1723877940100</a></p></div><footer class="row 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href="/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>4 posts tagged with &quot;Reality World&quot;</h1><a href="/blog/tags">View All Tags</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><link itemprop="image" href="https://realityworld.com/img/blog/open-source-conference.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/blog/the-evolution-of-ECS">The Evolution of ECS</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-10T00:00:00.000Z" itemprop="datePublished">October 10, 2023</time> · <!-- -->0 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="呃，这又是一个创业公司营销的噱头和方式吗？"><link itemprop="image" href="https://realityworld.com/img/blog/open-source-conference.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-09T00:00:00.000Z" itemprop="datePublished">October 9, 2023</time> · <!-- -->28 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><strong>呃，这又是一个创业公司营销的噱头和方式吗？</strong></p><p><strong>又去看他们宣传产品不讲技术吗？</strong></p><p><strong>你直接开源不就得了，还搞什么线下活动？</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="先回答问题">先回答问题<a href="#先回答问题" class="hash-link" aria-label="Direct link to 先回答问题" title="Direct link to 先回答问题">​</a></h2><p>关于第一个问题，<a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>已经慎重决定由创业项目转为纯开源项目，也就是说它后面将不会有一个创业公司实体来运营，它会真正依靠社区及其组织进行发展，就像Bevy等开源项目，当然我肯定也会持续在这个项目进行迭代开发。这也意味着它不再有商业利益，任意公司或个人都可以使用或者基于它进行修改或扩展。</p><p><strong>之所以这样的选择，很大一个原因是，我觉得这几年技术、环境和产品形态的变化和发展都很快，各种概念弥漫着整个世界，我认识和交流过很多投资人、创业者、开发者以及行业很多不太懂技术的各种角色，即使最聪明的人，往往也很难在一些关于技术的理解上达成共识，而且国内的整个环境普遍还是更关注上层的应用，而硅谷的很多产品创新更多是源于对技术的深刻理解。所以我觉得站在这个历史阶段，我们最重要的是要有一些关于技术的基础讨论形成共识，要有一些具体而系统的实践而不是停留在臆想，然后要将这样的基础共识开放为公共资源，形成一些坚强的共识底座，然后有了更清晰的技术理解，上层的创新才会真正的繁荣。Reality World 现在的使命就是尝试去成为其中的一股开放力量，它首先提出自己对技术和未来的系统理解，然后基于这些理解构建一种可供大家学习和讨论的实践，最后开源出来供大家传播、分享、讨论和发展。</strong></p><p>关于第二个问题，如果有朋友参加过我2018年的全国图形渲染技术巡讲，一个人围绕一个主题讲3～4个小时，在中国这种会议几乎是绝无仅有的，那种系统和深度远不是那种15～45分钟蜻蜓点水一样的感觉，这将是一场非常深刻的技术旅程，我相信每个人可以学到非常非常多的知识和理解，后面我会大概说明会讲什么内容。</p><p>关于第三个问题，这个项目跟其它项目非常不同，简单来说，直接开源出来让大家自己研究代码和文档可能并不好理解，通常我自己有时候也很难用简单的几句话向朋友或投资人说明Reality World是什么。一方面是Reality World太技术，涉及的每一个设计决策都有很多不同层面的考虑；另一方面它涉及的技术面非常广，从程序的组织结构、到编译/解释/链接，到运行时的虚拟机、调度和沙盒，以及还涉及到怎样用这些技术去解决比如元宇宙应用的一些需求等等；最后它的目标也不是一个简单的应用或者一个框架，它是介于框架和编程语言之间的一种用于构建应用的软件构造方法，但它本身也不是一种编程语言。</p><p><strong>所以，这么多复杂的事情耦合在一起，我必须用语音和视频的方式才能更清晰的表达它，才能让大家更好地理解这个项目的目的，不然开源一个大家都看不懂或者连看懂目的都很复杂的项目有什么意义呢？但好消息是，如果你听我一次系统的讲解，它其实理解起来非常简单，但这种简单它不能用简单的文字表达，否则你可能要花费远远大于3个小时的时间才能更清晰的理解这个项目的逻辑和目的。</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world是什么">Reality World是什么？<a href="#reality-world是什么" class="hash-link" aria-label="Direct link to Reality World是什么？" title="Direct link to Reality World是什么？">​</a></h2><p>尽管这个问题回答起来很困难，但我还是必须要尝试用简单的几句话解释它，否则都不知道它是何物，我为什么要去关注这个项目和参加这次活动呢？</p><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>是一个面向具有<strong>“未来特征”</strong>应用的开发框架和运行时，开发框架是指它是一个用于构建应用的工具，就像你用游戏引擎可以构建游戏程序，只不过现在它还不支持图形和UI显示，但是在将来它应该可以比较简单地集成一些渲染引擎或者UI框架，毕竟这部分的内容和工作流程大部分是比较成熟的，也可以很容易地把它嵌入到已有的游戏或者应用中，用于提供一些额外的功能。</p><p>所谓<strong>未来特征</strong>，我们主要指三个层面，后面会有更多讨论：</p><ul><li><strong>互操作性</strong></li><li><strong>相互协作</strong></li><li><strong>去中心化</strong></li></ul><p>实际上，这三个特性正对应着元宇宙（互操作性），大模型应用（多智能体协作）以及Web 3.0（去中心化）。尽管这三者之间的概念以及技术需求都是很模糊的，我们则尝试在这三者之间寻找一种统一的计算架构和软件构造方法。所以这就是Reality World技术上的复杂性，也就是为什么我们思考的是面向未来5~10年的应用的形态。</p><p>Reality World整个体系分为三个部分：</p><ul><li><strong>Cogine：</strong>是整个应用构建方法的底座和运行时，它定义这种应用的表述格式，以及对这种格式的动态解释和运行时的其它功能。该词的前缀 <em>co-</em> 取自<strong>Co</strong>mplexity system，或者<strong>Co</strong>gnitive computing，或者<strong>Co</strong>nversational computing，这些术语都是Cogine背后的一些技术思想；后缀 <em>-gine</em> 来自于En<strong>gine</strong>。所以可以称之为复杂引擎，认知计算引擎或者对话式计算引擎，其中复杂系统相关的一些理论是它重要的一些设计原则和目标。</li><li><strong>Reality Create：</strong>是这种应用的编辑器。</li><li><strong>Reality World：</strong>是这种应用的一个模拟器，任意一个基于Cogine定义的格式构建的应用程序包，都可以被它直接动态加载和运行。当然作为一个面向用户的应用程序，它还有其它一些功能，比如程序的安全授权管理，多程序的分组以及用户与程序的交互界面等等功能。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="讲什么">讲什么？<a href="#讲什么" class="hash-link" aria-label="Direct link to 讲什么？" title="Direct link to 讲什么？">​</a></h2><p>基本上，会分享所有关于Reality World的一切，包括它的为什么这么思考，具体的架构设计，以及一个具体的代码实现和Demo演示等。</p><p>计算机和数字化发展这么多年，我们已经积累了非常多的知识、理论和方法，从编程语言、软件工程到各种架构设计模式，而且几乎任何一种新的特别是偏底层的架构设计，往往都面临着跟其它很多模块的交互和协作，所以与单纯了解一种方法本身的知识相比，其背后的逻辑和设计思想有时候更为重要。</p><p>大体上，3~4个小时的演讲分为两个部分：</p><ul><li>约有40%的内容讨论为什么要这么设计</li><li>其它60%则介绍具有的架构设计及代码</li></ul><p>Reality World的目标，是要构建一种新的程序组织和构造的方法，所以最基础的问题就是为什么要构建一种新的方法？我们已经有非常成熟的各种体系，在传统的流程中，比如要构建一个应用程序，首先基本的各种编程语言如C++、Rust、Python、Javascript、C#、Go等基本上解决了大部分的逻辑组织和表达的问题，剩下的主要就是在显示层又会有不同的选择，比如要想实现3D的图形界面，至少得选择一个游戏引擎或者其它具有3D渲染能力的组件或者框架，2D的界面则有更多各式各样的选择，比如iOS和Android都有原生的UI交互框架，也有其它一些如React、Flutter等跨平台或者基于Web的各种框架。</p><p>因此这个其实是Reality World最核心要回答的问题。为什么要设计一种新的方法，我们将主要从两个层面来回答：</p><ul><li>外在层面</li><li>内在层面</li></ul><p><strong>外在层面</strong> 是指在编程语言和传统软件构造方法之外的需求，这部分也是更多对应40%的内容中为什么要这么设计的问题。过去几十年来应用构造的体系基本上都是围绕构建一个单一的程序体被隔离在单一的内存中运行的，在这种背景下，软件之间的功能通常都是相互隔离的，甚至即使是属于同一个用户不同应用之间的数据，虽然看起来都是同一个用户的数据，但是不同的软件之间却无法访问。这种机制在过去几十年都能够很好地解决我们的数字化的问题，直到Web 3.0和元宇宙的出现，这两种新的应用形态似乎都在尝试构建一个共享、互操作的数字世界。这要求应用之间需要高度交互能力，然而这种需求和传统的软件构造方法是天生相悖的，传统软件构造方法建立内存隔离的目的就是保护数据和内存中数据的安全，它的一个基本的安全底座就是系统的内存环境会保护程序内所有的数据，因此传统的编程语言和软件构造方法就没有太多专门针对这些数据的保护措施，但是当我们去掉这个内存保护，要求很多匿名的软件在一个内存环境中进行运行的时候，这种安全性怎么保证。虽然Web Assembly和一些容器等沙盒技术提供了一些解决方案，但是沙盒技术本身更多是为虚拟化而设计，它的主要方法也是建立模拟操作系统的内存保护机制。</p><p>因此，本质上针对这种新的需求，我们要重新思考软件构造方法本身。而要开发一种新的思路，我们就必须要很好地理解现有各种技术的原理及其问题，这里涉及的技术点比如编译器的寻址计算，内存机制，沙盒技术，USD/LLVM/MLIR等一些具有互操作和模块化能力的技术思想，虚拟机的作用，区块链中互操作性架构的一些思想。</p><p>除了外在的需求和驱动，现有的软件构造方法在 <strong>内在层面</strong> 也存在很多问题。一个现实的问题是编程仍然是一份门槛非常高的工作，全世界会编程的人不足0.5%，所以说我们今天的数字化的程度是远远不够的，因为剩下那么多群体能带来多少可能性是不可估量的。尽管现在有大模型这种提升编程效率的技术和方法，但是在软件构造方法本身没有变得更简单之前，也很难解决实质性的问题。</p><p>软件开发是由人去表达人类理解的逻辑流程，然而现代大部分编程语言的核心抽象都还是面向硬件和编译器的，我不是说编程语言一定要是自然语言，但是传统的编程语言中有很多的概念和规则都是面向计算机的。</p><p>首先，比如程序的数据管理是非常复杂的，你必须要定义数据被存放在哪里，怎么初始化，什么时候删除，当你需要执行某个具体逻辑的时候，往往需要搜集各种上下文以计算条件，这些数据充斥在各种结构各种对象中使用各种不同的方法进行封装。我们编程很多时间就是在组织这种数据，决定他们被怎样构造、初始化和存放才能使得获取它们变得更简单而灵活，而且这种结构也复杂往往越混乱，因为这些数据还对应着复杂的运行时状态，这样逻辑的执行就不光取决于数据，该取决于执行时它们的状态，这样你就不得不很好地维护它们正确的状态。</p><p>当一个程序员在思路TA代码中的逻辑跟TA思考现实生活中的某个事情时思路是完全不一样的，在现实中我们往往很少关注一个东西的位置我要把它放在哪里，我去访问的时候它们的组合状态对不对等，现实生活中的一切似乎都是那么自然，我们的精力都在关注事情的逻辑本身。</p><p>其次，程序的结构组织也是非常复杂的，我们人思路现实世界中的问题通常是线性的，先做什么再做什么，我们往往任意用流程图把它画出来，人与人之间的交流也非常简单。程序的流程则通常很难可视化，因为它的表达不是线性的，整个流程有点像一个深度优先的遍历算法，对于每一个开始的节点，它必须进入每个函数的调用链，直到所有的子函数调用都结束才会返回来执行下一步。就像我们人想事情是先把总体流程步骤想好，再去解决具体一个个细节问题，计算机程序是每做一件事情都需要把它的细节全部做完，然后开始下一件事情。你可以说每个函数内部在不去看系函数的时候也是线性的流程，但是你很难进行可视化，因为这些函数内部的细节，它们没有一些规范，函数的输入输出参数定义也不一样。更要命的是，你无法很轻易地对流程进行调试，比如想跳过、新增或者调整某些流程，这可能需要去修改源代码，而源代码通常不是注释那么简单，因为有些流程可能产生关联数据导致后面的流程根本就无法执行。</p><p>我把这个问题称为程序结构的问题，可见我们仍然无法用比较符合直觉的方法去构建逻辑流程。</p><p>所以我认为，编程这个事情的门槛，其实很大程度上并不是来源于编程语言本身，而是在与程序的结构组织和数据管理。这两个层面其实都是和编译器和硬件有关，正是因为编译器需要按照这样的方式编译为硬件可以执行的程序，所以编程语言才是这么设计。</p><p><strong>结合上述外在和内在的问题，Reality World的目标就是，通过深入分析程序构建和执行的整个过程，能不能设计出一种新的方法流程可以同时解决这两个问题。这就是我们这次技术分享会的重点内容</strong>。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="面向的受众群体是谁">面向的受众群体是谁？<a href="#面向的受众群体是谁" class="hash-link" aria-label="Direct link to 面向的受众群体是谁？" title="Direct link to 面向的受众群体是谁？">​</a></h2><p>本次活动主要面向两类人群：</p><ul><li>希望深入了解相关技术的开发人员</li><li>希望通过深入了解一些技术的思路来更好地理解一些新的技术概念的非技术人员</li></ul><p>对于技术人员，如果你关注以下技术，你可以来听听我的理解：</p><ul><li>游戏引擎架构</li><li>ECS/DOTS</li><li>USD</li><li>LLVM/MLIR</li><li>Rust</li><li>Web Assembly</li><li>编译、解释、链接过程</li><li>面向对象</li><li>函数式编程</li><li>LLM应用</li><li>元宇宙及互操作性</li><li>开放世界和复杂系统架构</li></ul><p>对于非技术人员，可以帮助你更好的理解以下技术概念：</p><ul><li>元宇宙</li><li>大模型应用架构</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源的目的是什么">开源的目的是什么？<a href="#开源的目的是什么" class="hash-link" aria-label="Direct link to 开源的目的是什么？" title="Direct link to 开源的目的是什么？">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="Direct link to License" title="Direct link to License">​</a></h3><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源什么">开源什么？<a href="#开源什么" class="hash-link" aria-label="Direct link to 开源什么？" title="Direct link to 开源什么？">​</a></h2><p>基本上，Reality World相关的所有一切都会开源，包括：</p><ul><li>核心代码</li><li>整理手稿：大概20多万字我整整一年记录的一些思考、参考信息和资料</li><li>架构文档：重新整理的系统性的技术文档，大概10多万字</li><li>白皮书</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源信息">开源信息<a href="#开源信息" class="hash-link" aria-label="Direct link to 开源信息" title="Direct link to 开源信息">​</a></h3><p>活动结束后将会上传代码，仓库地址：</p><p><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer">https://github.com/Cogine/RealityWorld</a></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源社区群">开源社区群<a href="#开源社区群" class="hash-link" aria-label="Direct link to 开源社区群" title="Direct link to 开源社区群">​</a></h3><p>由于人数问题以及广告太多，请先加我微信再社区群：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="活动信息">活动信息<a href="#活动信息" class="hash-link" aria-label="Direct link to 活动信息" title="Direct link to 活动信息">​</a></h2><p><strong>时间</strong>：2023.10.22</p><p><strong>地点：</strong>上海市长宁区长宁路1189号  长宁来福士办公楼T2座26楼 亚马逊演播厅</p><table><thead><tr><th align="left">时间</th><th>内容</th></tr></thead><tbody><tr><td align="left">13: 20</td><td>签到</td></tr><tr><td align="left">14: 00</td><td>技术分享</td></tr><tr><td align="left">17: 00</td><td>开放讨论</td></tr><tr><td align="left">18: 00</td><td>活动结束</td></tr></tbody></table><h2 class="anchor anchorWithStickyNavbar_LWe7" id="联系我">联系我<a href="#联系我" class="hash-link" aria-label="Direct link to 联系我" title="Direct link to 联系我">​</a></h2><p>分享者：秦春林</p><p>Reality World 创始人，前华为河图核心成员，<a href="https://github.com/ElvisQin/thegibook" target="_blank" rel="noopener noreferrer">《全局光照技术》</a>《我所理解的Cocos2d-x》作者。</p><p>自去年从华为离职独自创业探索一年半，致力于思考和探索能够为用户体验和生活带来全新价值的软件构造方法，现将这一年的探索毫无保留开源给社区，我将用3个小时非常系统、全面地分享我所有的思考和技术理解。</p><p>欢迎各位朋友与我交流和讨论，我的微信：ARealityWorld。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="官网地址">官网地址<a href="#官网地址" class="hash-link" aria-label="Direct link to 官网地址" title="Direct link to 官网地址">​</a></h2><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">https://realityworld.com/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="报名地址">报名地址<a href="#报名地址" class="hash-link" aria-label="Direct link to 报名地址" title="Direct link to 报名地址">​</a></h2><p><a href="https://9371398676573.huodongxing.com/event/1723877940100" target="_blank" rel="noopener noreferrer">https://9371398676573.huodongxing.com/event/1723877940100</a></p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/open-source">Open source</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="Citation"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-04T00:00:00.000Z" itemprop="datePublished">October 4, 2023</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="citation">Citation<a href="#citation" class="hash-link" aria-label="Direct link to Citation" title="Direct link to Citation">​</a></h2><p>Cited as:</p><blockquote><p>Qin, Chunlin. (Oct 2023). Conversational computing: a new programming model empower LLM applications. Reality World. <a href="https://realityworld.com/blog/conversational-computing" target="_blank" rel="noopener noreferrer">https://realityworld.com/blog/conversational-computing</a>.</p></blockquote><p>Or</p><div class="language-latex codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-latex codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">@article{qin2023conversational,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  title   = &quot;Conversational computing: a new programming model empower LLM applications&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  author  = &quot;Qin, Chunlin&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  journal = &quot;Reality World&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  year    = &quot;2023&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  month   = &quot;Oct&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  url     = &quot;https://realityworld.com/blog/conversational-computing&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="references">References<a href="#references" class="hash-link" aria-label="Direct link to References" title="Direct link to References">​</a></h2></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。"><link itemprop="image" href="https://realityworld.com/img/blog/2.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/blog/thinking">对未来数字世界和软件构造的思考</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">August 26, 2021</time> · <!-- -->80 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><img loading="lazy" src="/assets/images/2-ea7a0b77be7f3ea877430d34be6a9c33.jpg" width="3360" height="2100" class="img_ev3q"></p><p>经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。</p><p>可能有一些朋友关注过我这一年一直在折腾的Reality World创业的事情，然而很遗憾的是一直没有分享太多关于它的信息。一来是因为它所涉及的技术有比较多的创新尝试，在还没有真正的技术开发实践之前容易引起比较多的争议；二来是因为去年得到了一些大资本极大的兴趣，因此我想着一鼓作气等拿到投资之后再公布一些信息。当然因为各种原因到现在也还没有谈定投资，所以近几个月我就将全部精力用于开发了。经过几个月的艰苦奋战，今天终于有机会可以给大家分享一些我的想法，以及这一年的探索过程。当然Reality World还处于非常早期和原型的阶段，我预计还会再迭代几个版本到v0.5.0左右才会开始正式公布或者内测，所以这里我也不会涉及太多技术细节，但是我可以分享我们想解决什么问题，以及为什么要解决这些问题，并大概说明一些思路，这样大家应该能够初步了解Reality World是什么，同时我觉得，对这些问题的思考其实是非常有价值的部分。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world不是什么">Reality World不是什么？<a href="#reality-world不是什么" class="hash-link" aria-label="Direct link to Reality World不是什么？" title="Direct link to Reality World不是什么？">​</a></h2><p>由于我过去的工作经验和背景，以及Reality Create也包含的3D支持，在我与投资人或者其他朋友交流的过程中，大家普遍的印象是这是一个新的游戏引擎，所以大家的思路就是你跟Unity，Unreal Engine以及甚至包括国内近几年也有很多游戏引擎创业的一些区别或者说竞争关系，而会忽视我们技术上反而是更加核心和创新的部分，所以这个误区的澄清非常重要：</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-create的核心不是一个游戏引擎">Reality Create的核心不是一个游戏引擎！<a href="#reality-create的核心不是一个游戏引擎" class="hash-link" aria-label="Direct link to Reality Create的核心不是一个游戏引擎！" title="Direct link to Reality Create的核心不是一个游戏引擎！">​</a></h3><p>虽然我本人多年的工作经验和背景都是与游戏引擎和渲染相关，同时现代游戏引擎工业的技术也在不断发展，但是我一直觉得制约用户随心所欲表达内容和逻辑的部分主要还是编程语言及其程序运行的机制，而游戏引擎架构和流程本身虽然也很复杂，但这部分都是相对比较确定的，例如除了编程部分，一些美术甚至策划也是能够比较好的使用引擎的一些相关功能，但是与之相反的是，逻辑的表达和编程通常还是需要专门的程序员。虽然一些特定类型的游戏系统可以通过数据驱动或者配置的形式部分实现非程序员的逻辑组织，但这样的架构还是很难做到通用，显然数字世界还有着非常多的各式各样的需求，这些需求需要一些通用的逻辑表达能力。</p><p>所以Reality World的核心是一套运行时，可以部分理解为一个虚拟机，但是与传统单纯解释源代码的编程语言的虚拟机相比，它包含一些源代码解释翻译之外的功能，例如权限验证、沙盒安全与互操作、分布式内容分发与同步、组件的依赖管理和动态加载等等，因此可以理解为Reality World是一个像区块链类似的分布式系统；同时，即使是在源代码的翻译解释部分，Reality World也有着很多区别于传统动态语言虚拟机解释的流程和架构。</p><p>基于这套运行时环境，我们会构建3D引擎的能力以使用户可以开发3D应用程序，但这部分技术跟传统的游戏引擎使用的技术不会有太大差异，当然因为运行时环境不同，与之相关的3D引擎的架构和流程肯定会有一些变化，所以我预期将来Reality Create的流程应该是可以有一些不同的创新体验的。</p><p>除了3D渲染，Reality Create的计划也可以开发2D应用程序，所以我们是用一种统一的编程语言和运行时环境，来统一3D和传统2D应用程序的开发。所以它确切的定位应该是一个基于分布式的、通用的应用构造和开发平台，而不单纯是一个游戏引擎。</p><p>与之相关的是，</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world当然也不是元宇宙项目">Reality World当然也不是元宇宙项目<a href="#reality-world当然也不是元宇宙项目" class="hash-link" aria-label="Direct link to Reality World当然也不是元宇宙项目" title="Direct link to Reality World当然也不是元宇宙项目">​</a></h3><p>不管怎么定义，至少目前的元宇宙大部分都是偏向于3D，然后期望人们有些更多沉浸式的虚拟生活。这在某种程度上说跟Reality World的理念甚至是相反的，从名字就可以看出，我选择Reality这个词，是希望我们能够引导用户更多关注现实，Reality World的目标是希望通过提供更简化、更具互操作性的一些编程体验，使更多的人能够随心所欲地表达TA对现实世界的理解，并将这些理解转化为可交互的数字的形式，与其他更多人分享，我觉得应用的开发和构造与文字、图片、视频以及其他信息载体一样，最大的价值仍然是表达人类大脑中最深刻的思考、智慧和逻辑。</p><p>实际上，我心里面对Reality World的最精准的描述是：</p><p><strong>A self-evolving interoperable system.</strong></p><p>或者：</p><p><strong>Interoperating with multi-applications in a modular and composable system.</strong></p><p>也许看了后面的一些介绍你能够大概理解上面两句话的含义</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="构建一个互操作的数字世界">构建一个互操作的数字世界<a href="#构建一个互操作的数字世界" class="hash-link" aria-label="Direct link to 构建一个互操作的数字世界" title="Direct link to 构建一个互操作的数字世界">​</a></h2><p><img loading="lazy" alt="img" src="/assets/images/3-2935ce82c46c3780bb9a6be5605f32ff.jpg" width="3356" height="2096" class="img_ev3q"></p><p>互操作是Reality World最核心的机制</p><p>我印象中，工业界和媒体开始真正讨论互操作性及其相关的一些论据，大部分都来源于Tim Sweeney的那篇演讲：<a href="https://link.zhihu.com/?target=https%3A//dl.acm.org/doi/10.1145/3306307.3339844" target="_blank" rel="noopener noreferrer">https://dl.acm.org/doi/10.1145/3306307.3339844</a></p><p>在某种程度上说，Reality World的目标跟Tim的一些描述和愿景是相似的，但也存在比较大的根本不同，我首先描述跟Tim演讲的一些关系和逻辑，然后再介绍我们的思考，通过这些问题就可以比较自然地理解Reality World的目标以及想解决的问题。</p><p>实际上我第一次看到这篇演讲是在去年7月左右，那个时候我的基本架构的构思已经初步完成，尤其是最核心也是最重要的一步基础已经设计好，当时看到这篇演讲感到很多共鸣，也是对自己的一种很大的激励，毕竟有对技术和行业都有非常经验和影响力的大佬也有类似的思考和行动。但从去年到现在，我们还是沿着我们早先的技术思路，基本上并没有去关注和参考太多Epic的东西，实际上我们从技术方案到目标都是有很多不同。</p><p>在技术层面，Tim认为这样的目标大概可能需要10年才能完成，但Epic会朝着这个目标逐步逼近。Epic的路线大概是几步：首先将一些偏社交或者玩家的非专业游戏开发者转移到《堡垒之夜》中，这部分开发者都在《堡垒之夜》的游戏内部而不是单独使用Unreal Engine去创作，这个模式其实类似Roblox的模式，它也是一种游戏引擎这种商业模式的转型：传统的游戏引擎只是一个单机的生成应用程序的软件，开发者开发的内容由自己去分发和运营，这样游戏引擎仅作为一个工具，它只参与程序的开发，而无法参与分发和运营，因此无法形成生态，所以尽管一些引擎有庞大的开发者数量和群体，但是这种数量并没有很有效的方式可以转化为生态。然而Roblox和《堡垒之夜》是一个分布式系统，你的内容必须分发到这个分布式系统中并由特定的客户端运行时环境来运行，而无法像单独的游戏引擎那样自行分发和运营，这样Roblox和《堡垒之夜》就可以参与整个内容的全部生命周期，这样就形成生态，其他的服务都可以通过这套分布式系统进行提供，而对用户的好处也是简化了内容的分发部署，以及更多便捷的集成服务，例如与其他玩家的互动。</p><p><img loading="lazy" alt="img" src="/assets/images/island-ed77d6189ea90804947341de732b2a5f.png" width="1932" height="1162" class="img_ev3q"></p><p>《堡垒之夜》Creative模式</p><p>为了要使用户在《堡垒之夜》中进行内容开发，就带来了两个问题：一是编程语言的问题，二是互操作性的问题。要在《堡垒之夜》中运行一个第三方开发者未受信任的代码，这是一个非常难的问题，这也涉及到Reality World要解决的第一个核心问题。</p><p>现在整个编程语言以及编译的体系架构，都是基于一个假设，即整个应用程序的所有源代码都被编译为一个单一的应用程序，这也即是编译和构造一个应用程序的主体可以认为是只有一个主体，即开发者，不管你背后是一个大团队或者大公司，最终编译发布应用程序的是一个特定的个人、部门或者组织。这样说有什么意思，这就意味着，整个应用程序的安全性由这个单独的主体负责，你需要解决软件的bug，检查所有可能的安全漏洞等等，保证软件最终运行是可靠的。而对于编程语言来讲，它不对软件的安全做任何假设：理论上，只要你拥有源代码，你就可以几乎访问整个应用程序内存中的数据，所以你必须确保你程序中的所有逻辑行为是正常的。如果所有代码都是由你自己公司的程序员编写的，这当然是天经地义的事情，如果你使用了第三方的开源代码或者闭源的二进制库，你必须由你自己去确保这些第三方的代码不会破坏你的软件运行。</p><p>这样天生就将每一个软件当作一个封闭、独立的环境，操作系统的内存分配和管理系统保证你的内存不会被其他进程的程序非法访问，这样软件就可以安全地运行，当然即使如此，你的程序当中涉及对外部数据读取的部分仍然可能导致内存安全问题。然而这种隔离是与我们现实世界的运行方式完全相反的，现实世界整个体系是基于协作和分工来实现文明发展的，计算机本来具有更强大的逻辑体系，然而实际上我们并没有在软件世界建立起比较简单地分工与协作机制。</p><p>现代软件变得越来越复杂，这种复杂的体系结构本来就希望能够借助更多的协作与分工的精神和思想来实现更大的复杂度和功能，这种协作的第一个要求是让未受信任的第三方代码可以在你的内存环境中执行代码。这也是《堡垒之夜》面临的第一个问题。按照现代编程语言的一些思路，一个源代码能够在一个内存环境中被执行，那表示其对应的主体知道和负责其中的安全问题，编程语言本身没有太多机制来解决这个问题。这又分为两种情况：静态语言和动态解释性脚本语言。对于动态而言而言，如lua，它们通常不能直接访问内存，开发者所能操作的都是封装在一定类型和对象中，现代大多数编程语言都按照类型进行寻址，也即是类型系统本身基本上可以保证程序的安全，如果你的源代码不知道一个对象的地址，你就不可能访问到它。然而实际现在大多数编程语言都提供静态变量或者全局常量之类的方式，这种方式使得内存环境中的其他代码可以获取到这些共享信息，从而对软件进行破坏。为了避免这种问题，Roblox就对Lua进行了改造，叫做Luau，比如通过禁止全局变量，以及禁止一些能够访问全局变量的库函数等等机制来实现一种沙盒安全，这样第三方开发者开发的代码就可以放心地在Roblox app中运行。</p><p><img loading="lazy" alt="img" src="/assets/images/luau-8dcd3e07aca728930025b827afc3d0d9.png" width="1446" height="486" class="img_ev3q"></p><p>如果第三方未受信任代码是二进制的机器码，这个问题就更严重了，因为机器码是可以访问内存地址和寄存器的，那可以造成的破坏是无法想象的。然而人们仍然希望能够实现类似分工协作的方式，这方面最具有代表性的例子就是浏览器，浏览器是一个非常复杂的软件，现代浏览器往往都可以支持第三方二进制的插件，来提供一些更高性能的增强功能，例如浏览器的字体渲染往往都是使用第三方字体渲染库。为了解决这种由于未受信任二进制代码导致的安全问题，人们提出一些软件隔离（software-based fault isolation，SFI）技术，相对应操作系统或硬件的内存隔离，SFI是用于构建包含未信任组件的安全系统的一种轻量级方法，能够用于减少由于内存安全bug导致的攻击，SFI通过严格将第三方未信任软件限制在自己的沙盒内存区域，来隔离这种内存安全导致的破坏。用例包括浏览器使用SFI来扩展第三方组件，例如经典的Native Client SFI syetem（NaCI）使用SFI来扩展第三方c库，使得浏览器可以使用如第三方的字体，音频，XML解析等库；在边缘计算节点与第三方未信任客户环境进行联合计算等等。</p><p>NaCI存在较大的运行时性能，因为它的机制一般对第三方代码不做太多要求，假设其按照一般的方法进行开发，然后仅仅在调用这些方法的时候为其分配独立的内存区域进行隔离，它基本上是用软件模拟操作系统的内存隔离机制，比如每次切换都需要保存大量的状态和寄存器地址等等。为了减少这种隔离导致的代价，Web Assembly就使用另一个思路，由于Web Assembly程序都会编译为Wasm文件，由Wasm虚拟机解释执行，而不是底层的二进制代码，所以Web Assembly有机会对程序进行一定的分析，通过基于Control-Flow Integrity (CFI)技术，Web Assembly的编译器可以检查出程序中哪些代码可能会对这种沙盒环境造成破坏，从而禁止这样的代码生成合法的Wasm程序，因此也就实现了沙盒安全。但是由于这种检查是在编译期，并对第三方程序的构造过程有一定的要求，因此在实际执行的时候就可以避免在这种隔离安全的保护机制上花费过多的开销。</p><p>Web Assembly之所以是一种未来非常有潜力的技术，不仅仅得益于对Web的友好，接近机器码的字节码，多语言支持等等，这种沙盒技术也是很大的一个技术点。在Web Assembly之前还没有一种技术可以很好地普及和运用沙盒技术，例如JVM上有一些方案，但大多有些性能问题，或者不能完全保证安全，或者方案比较重。Web Assembly这种优秀的沙盒技术使得沙盒模式在以后的软件构造中可能被大规模使用，也就会实现更多的软件协作与分工，事实上比如现在对未受信任多应用环境要求比较高的环境如区块链就大多转型Web Assembly，而如Docker和Severless这种对虚拟环境要求比较高的环境也在逐步转向Web Assembly。</p><p><img loading="lazy" alt="img" src="/assets/images/verse-3604fc0feca3a40971cf71a64a6a61b6.png" width="1920" height="1079" class="img_ev3q"></p><p>Epic推出Verse language</p><p>回到《堡垒之夜》，Epic显然不可能让玩家使用Unreal Engine的C++或者blueprint开发的应用程序在《堡垒之夜》内存环境中运行，Unreal Engine目前也没有比较成熟的脚本编程语言方案，因此Epic需要开发一套新的脚本语言，这就是今年早些时候发布的Verse programming language。Epic为此挖来了Haskell的作者Simon Peyton Jones，以及之前收购的一个为Unreal Engine开发脚本语言的团队SkookumScript，据说还有写V8内核的作者。</p><p>关于Verse language本身，目前还没有太多信息，但是可以想象这个脚本语言的使命一是为《堡垒之夜》的创作提供一种安全的编程语言，而且可以想象这个脚本语言必然包含一定的沙盒机制，来保证安全性。</p><p>协作的第二个要求是互操作，互操作性的定义如下：</p><blockquote><p><strong>Interoperability</strong> is a characteristic of a product or system to work with other products or systems</p></blockquote><p>互操作通常是和标准相关的：</p><blockquote><p>If two or more systems use commondata formatsandcommunication protocolsand are capable of communicating with each other, they exhibit<em>syntactic interoperability</em>. XML and SQL are examples of common data formats and protocols.</p></blockquote><p>互操作和软件隔离通常是相互矛盾的，互操作表现为我希望更简单更方便地访问别人的数据或接口，而隔离则假设除我之外的代码都是不可信的，不要轻易地访问，或者系统会提供一些机制使这种访问的代价和难度增加。尤其在游戏这种实时的运行环境，这种代价和难度往往意味着性能问题。</p><p>Tim在2019年的演讲中大量提到了标准，为了实现多个独立应用程序之间的协作，那么必然要建立大量的标准，有了这些标准，互操作就变得简单，例如《堡垒之夜》现在的Creative模式实际上已经有了很多标准，比如一个物体怎么摆放在环境中，并可以被其他玩家交互，这都是可以由Device来定义的，这实际上就是一种形式的标准或者接口，后续基于Verse的代码只要遵循这些标准，则可以很轻易的与其他的环境进行交互。</p><p>对这两个问题，Reality World都有着不同的技术思考和方案。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="更轻量级的隔离技术">更轻量级的隔离技术<a href="#更轻量级的隔离技术" class="hash-link" aria-label="Direct link to 更轻量级的隔离技术" title="Direct link to 更轻量级的隔离技术">​</a></h3><p>尽管Web Assembly的隔离技术非常优异，但是它并没有改变程序本身的构造方式，即如果你的代码本身就不含破坏别人的恶意代码，那么其实你的开发过程与过去的方式并没有什么区别。而Reality World希望简化编程的开发，如本文后面编程方面的内容，我们还希望对编程的体系做出一些调整。因此我们会把各种问题放到一起考虑，而不是单纯一个一个地解决问题。例如软件的可组合性、模块化、编程复杂度的降低、互操作等等。</p><p>如后面的内容所知，我们还对应用程序的构造方法进行了调整，而不是仅仅把程序当作一个黑盒子来进行统一的隔离，例如传统的隔离技术大都是基于比较底层的编译惯例，如方法调用（Calling Convention）来设计隔离机制，这样使得不需要对用户的开发过程造成太大的影响。在Reality Create中，我们的每个组件的很多行为和构造过程是由运行时自动推导进行的，因此我们本身已经对用户的开发过程有一定的影响，这同时也意味着我们对程序的结构有着更多信息，因此我们可以在更上层的地方实现一些隔离机制，同时由于上层的机构包含对程序的更多的信息，因此会带来一些新的灵活性和能力。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性的本质是应用碎片化的问题">互操作性的本质是应用碎片化的问题<a href="#互操作性的本质是应用碎片化的问题" class="hash-link" aria-label="Direct link to 互操作性的本质是应用碎片化的问题" title="Direct link to 互操作性的本质是应用碎片化的问题">​</a></h3><p>互操作性这个概念，我跟大部分投资人解释基本上都是很难理解的，当然这里可能我对互操作性赋予了更多的意义。从程序机制上来讲，互操作性主要涉及两个独立的程序之间进行相互调用的能力，比如大部分语言都可以通过C接口实现相互调用，再往上一点，任何程序之间传递字符串然后内部进行格式解释，也仍然是能够进行通信的。实际上互联网的机制就是如此，OSI（Open systems Interconnection）的机制就是实现了任何计算机或者任意程序之间的字符串通信，从而解决了整个计算机网络互联的问题。</p><p>传统的软件世界通过一些标准来建立互操作的基础，例如HTML、XML、SQL、USD等等，比如Nvidia就基于USD构建了Omniverse，由于其对USD格式的良好支持，使得其可以兼容大部分的内容制作工具，就构建起一个以Omniverse为中心的内容和应用生态。</p><p>然而这种基于文本标准的方式仍然有一些缺陷，例如其数量是非常少的，通常必须等一个组织对一个标准有一定影响力之后才能形成实时上的标准，被更多的三方兼容和支持。想想现实世界，各个实体之间的交互和联系几乎是无所不在的，例如一个人在路边新开了一家饭店，路过的人随时可以进去吃饭，不会说还要先接一下饭店定义的一个接口。而程序是必须有严格的逻辑的，比如保证地址、参数和接口的一致性才能进行互操作，这给软件世界的互操作带来了一定的困难。我们应用程序开发的流程通常都是先定义内部数据结构，实现软件功能之后，再以一定的形式封装一些接口，并以某种方式公布出来，由感兴趣的三方去集成。然而实际上有大量的软件开发者是没有精力或者能力去提供这些接口的。想象一个场景：开发者A开发了某个应用给用户新增了一种新的健康类的数据信息，这个数据本来是属于用户的，这个时候用户想要用这个数据来实现另一个事情，TA想自己或者说让其他开发者B帮助开发一个应用来使用这些数据，这种情况下通常是做不到的，因为开发者A可能并没有太多动力去提供这个接口，因为TA可能要耗费很大的精力，除非平台提供一些这种非常便利的机制使得TA可以很轻易地暴露出来。</p><p>因此，Reality World的其中一个重要机制，就是要让一个开发者开发的应用，其定义的数据接口非常轻易地被其他开发者开发的应用访问，同时结合上面的沙盒技术保证这种数据访问的安全，这也就是为什么我们的沙盒技术不能只是在最底层实现。</p><p>其实更深刻一点理解，互操作问题其实是一个软件碎片化的问题。传统的软件开发都是先开发内部数据结构和数据存储，然后在必要的时候再把API包装使用某种形式的标准包装成外部接口，这样就造成碎片化，因为即使是针对同样的一类逻辑和数据，不同的应用程序或服务往往会定义不同的数据结构或处理逻辑，这就形成API的碎片化，使得相互之间非常难以协作。试想你可以在两个应用之间协商修改各自的API接口及定义，这是一对一的关系，或者说像支付宝这种平台性质的接口也是容易定义，这是一对多的关系，一对多的关系发展显然是缓慢的，必须让这个“一”有机会且需要时间发展壮大。如果我们希望一种更加高效，更加丰富的协作机制，那么显然我们需要多对多机制，这里面就要求我们对软件开发流程做一些调整。</p><p><img loading="lazy" alt="img" src="/assets/images/usd-1109031da5c391a7ac8194a67e234d38.png" width="1954" height="864" class="img_ev3q"></p><p>Pixar USD</p><p>要想实现这种机制，其实现有的很多技术可以给予很多启示。我们先看USD格式，尽管从表面看USD跟其他的标准类似只是一种数据格式或协议，但实际上它远远不止如此，它还是一种非常易于扩展的格式，它提供了一种plugin的机制使得开发者可以对格式做很多定制和增强功能，并且可以通过一个Schema定义来生成自己定义格式的解析代码，然后通过Plugin来调用自定义的格式解析和代码。这就好比它帮助你编写了文本格式的编解码，尽管看起来不过如此，看起来只是一种模板化的代码生成机制，但是当这种解析代码能够与逻辑高度融为一体的时候，事情的本质发生了一些变化，试想使用USD你的流程是这样：首先针对一种特定数据自定义一个Schema，然后调用USD的API帮助我们生成相关的解析代码，如果这段解析代码能够以某种机制被其他开发者拿到，那么TA的程序就能够轻松解析我们的API。当然如果你修改了Schema，仍然需要对方进行同步，但是这种流程本质上改变了我们的思路：过去我们是先定义内部做法，再与外界沟通，这就容易带来一些复杂度和碎片化；现在是我们先想着自己就是基于一种标准在开发，然后需要的时候就能够很方便地暴露出去，这里USD充当了一种协调的机制并为这种协调的机制提供了一些辅助功能。苹果的usdz格式以及英伟达的MDL都是基于USD的这种扩展能力来实现自定义的资源格式。</p><p>API碎片化的第二个例子是LLVM，本质上LLVM在编译器领域的创新主要做的是模块化，早期的编译器开发，各个前端都要分别集成各个后端，编译器开发的复杂度非常高，这里面其实就是多对多的问题，看似很简单，每个前端与每个后端分别调一调，但随之代码的管理和维护成本是很高的，有时候某些内部设计不一致就会导致大量的重复，这就是碎片化问题。由内而外的设计总是不可避免会导致碎片化，碎片化带来软件复杂度，管理和研发成本。当LLVM提供了一个统一的低层IR表述之后，编译器的复杂度大大降低，比如现在能够很轻易地开发一些DSL语言，因为你完全不需要操心后端，只需要把你的代码生成LLVM IR即可。</p><p>当然LLVM并没有提供类似USD那种生成格式的机制，那是因为LLVM只有一种IR，所以写成一种固定的格式即可，过去的编译流程基本上都比较简单、固定。但是随着现代深度学习编译器的进展，由于深度学习有着相对比较特定的数据表述，各个公司内部都有开发一些特定的编译流程，它是比一般的LLVM IR更上层的抽象，所以我们对多层级IR表述又有了需求，于是在LLVM的基础上又发展出MLIR，它允许开发者社区能够自定义IR。然而与USD的Schema非常相似的地方是，MLIR为了避免碎片化，使不同开发者自定义的IR之间能够更轻易的协作，它也提供了一种类似的代码生成机制，在MLIR中称为Dialect ，例如如下的Dialect定义：</p><div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">def Toy_Dialect : Dialect {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let summary = &quot;Toy IR Dialect&quot;; let description = [{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    This is a much longer description of the</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    Toy dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    ...</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}];</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  // The namespace of our dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let name = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// The C++ namespace that the dialect class // definition resides in.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let cppNamespace = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>生成的C++代码如下：</p><div class="language-cpp codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-cpp codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ToyDialect</span><span class="token plain"> </span><span class="token operator">:</span><span class="token plain"> </span><span class="token base-clause keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token base-clause"> mlir</span><span class="token base-clause double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token base-clause class-name">Dialect</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token operator">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">ToyDialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">MLIRContext </span><span class="token operator">*</span><span class="token plain">context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token operator">:</span><span class="token plain"> mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token function" style="color:rgb(80, 250, 123)">Dialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">TypeID</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token generic-function function" style="color:rgb(80, 250, 123)">get</span><span class="token generic-function generic class-name operator">&lt;</span><span class="token generic-function generic class-name">ToyDialect</span><span class="token generic-function generic class-name operator">&gt;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">static</span><span class="token plain"> llvm</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">StringRef </span><span class="token function" style="color:rgb(80, 250, 123)">getDialectNamespace</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">void</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样多种IR就可以能够被轻易组合使用，你可以选择社区各种丰富的模块进行组合，来生成特定的编译流程，所以MLIR又称作“生成编译器的编译器”。实际上，碎片化在工业界是一个很大的问题，每家公司在开发自己的软件的时候不会考虑那么多，觉得我只要投入研发资源把自己软件做好就行，但是真正在用户侧使用的时候，TA可能需要多个软件是可以相互协作的，甚至你的用户可能就是开发者，这个开发者可能希望不同的软件可以被更高效的集成和管理。LLVM的作者Chris Lattner最新的创业公司Modular实际上核心就是解决这个问题，他的新编程语言Mojo，除了一些语法层面的传统一点的东西，很多核心能力都是来源于底层的MLIR，其中MLIR跟Mojo有更深度的整合，使得Mojo具有很强的元编程能力。Modular的最核心的逻辑其实跟当年的LLVM类似，解决碎片化问题，当然Modular有很多现在软件的运营思路可能会形成更好的平台和生态，因此它是一家商业公司，不仅仅是一个开源项目。</p><p><img loading="lazy" alt="img" src="/assets/images/modular-ec183275c9c4d2f77583a82e8119e52f.png" width="2157" height="1113" class="img_ev3q"></p><p>Modular</p><p>上述的软件架构都为解决应用之间互操作及其碎片化提供了很好的思想，然而为了更好的软件协作，这些机制还不够。上述的软件都是比较偏底层的基础软件，而不是面向上层用户侧的，因此不需要考虑很多其他问题，比如性能和格式的进化。当进入到一个更上层的消费端应用，首先上述的方式在不同的模块之间交换的都是文本数据，如果你让一个实时的游戏内部的每一次互操作都需要编解码文本，这显然是会影响性能的；此外，应用层的需求更容易变化，即使平台提供了一种生成统一格式解析的代码及其发现的机制，但是怎么应对这些格式的更频繁地变化呢？为此，Reality World在这些方面做出了一些创新尝试。</p><p>结合前面讨论的沙盒技术、互操作、碎片化等等机制，Reality World希望能够通过一些创新探索，构建起一个更好的互操作平台，使得上面的应用之间可以更好地协作，它看起来像是基于OSI之上添加的一个互操作层，在这个互操作层中，应用程序操作的是来自其他应用的内存数据，就像你访问自己的内存数据一样简单，尽管这个数据可能来自于其他的服务器。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="新的应用程序构造方法">新的应用程序构造方法<a href="#新的应用程序构造方法" class="hash-link" aria-label="Direct link to 新的应用程序构造方法" title="Direct link to 新的应用程序构造方法">​</a></h2><p><img loading="lazy" alt="img" src="/assets/images/pl-01db64776749f259941139b1e0b0fd19.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World对程序的构造过程做了很多调整</p><p>我们程序员，终其一生可能都希望能够更好地理解程序到底是怎么运行的，这种理解不光能够让我们更高效地编写更健壮的代码，从而创造软件的价值，同时，编程的机制本身充满着无穷的魅力，因为它可能是人类有史以来能够表达人类大脑中复杂的思维和逻辑的最好的机制之一，它将人类对物理世界的理解及其形成的智慧转化为为人类服务的工具和力量，这是我们热爱编程的其中一些原因。</p><p>十多年来，对于编程，我一直有两种不一样的情感：</p><ul><li>我一直不喜欢面向对象编程的方式</li><li>我更喜欢开发能够用于构造软件的软件</li></ul><p>今天，Reality World的第二个核心关注点和基础就是在这两个方面做出了一些新的探索。世界上只有大约不到0.5%的人是会编写代码的，约3000万左右，所以数字化表达的潜力还远远没有被发挥出来。如果我们将这个数字提升到5亿~10亿，看看还有哪些变革需要发生，可能与你想象中不太一样，编程语言的语法本身可能并不是制约因素。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向对象的本质是隔离">面向对象的本质是隔离<a href="#面向对象的本质是隔离" class="hash-link" aria-label="Direct link to 面向对象的本质是隔离" title="Direct link to 面向对象的本质是隔离">​</a></h3><p>十多年工作经历，我写过C#、C、C++、Ruby、Lua、Rust等，以及最近一年多，我几乎看了所有能买到跟编程语言和编译等相关的书籍（后面会介绍）。在我写过的代码中，总有一种感觉，不管我看过多少设计模式或者架构相关的资料，我总是觉得很难写出那种逻辑结构特别清晰的架构和代码，因此编程体验像是总有一个什么东西，堵在我的心里。</p><p>我们现代的项目开发使用的编程语言，或多或少大部分是和面向对象相关的，尽管看起来面向对象的本质是让我们更好地封装各自比较独立的逻辑，使大规模软件组织起来更加轻松：你不需要关心其他对象的内部逻辑就可以轻易地和它们一起组合起来协作。</p><p>然而实际上并不是这样，大部分面向对象编程语言会让人（特别是初学者）误以为编程就应该这样，它是在模拟真实世界的运行机制。那为什么这么完美的模型却没有产生这么完美的体验呢？直到最近一年多对面向对象的更多理解（特别是Erlang）才体会到其中一些问题。</p><p>知乎 </p><p><a href="https://www.zhihu.com/people/16d0cb25df98c0c909e60b135a5800c5" target="_blank" rel="noopener noreferrer">@大宽宽</a></p><p> 有一篇回答：<a href="https://www.zhihu.com/question/29888990/answer/703226836" target="_blank" rel="noopener noreferrer">如何看待Erlang之父Joe Armstrong觉得OO编程很烂？</a>，其中引用到Erlang之父Joe Armstrong的一段采访：<a href="https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/" target="_blank" rel="noopener noreferrer">Ralph Johnson, Joe Armstrong on the State of OOP</a></p><blockquote><p>Alan Kay himself wrote this famous thing and said <strong>&quot;The notion of object oriented programming is completely</strong> <a href="https://www.zhihu.com/search?q=misunderstood&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">misunderstood</a><strong>. It&#x27;s not about objects and classes, it&#x27;s all about messages</strong>&quot;. He wrote that and he said that the initial <a href="https://www.zhihu.com/search?q=reaction&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">reaction</a> to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.</p></blockquote><p>Alan Kay认为OOP的核心是关于消息，但是这样说其实我个人觉得并不太好理解到本质，因为消息更像是OOP这种设计下的一种机制或结果，而不是OOP本身的定义。我觉得OOP的本质应该是隔离，只有做到真正的隔离，才能真正降低系统的复杂度，因为绝对的隔离使得你完全不需要也不能了解另一个物体内部的运作，你们只需要通过一些外在的属性进行交互，我们的开发也仅需要了解这些简单的外在属性。现代大部分编程语言更强调的是object和class，认为对象的核心是关于封装，这本身也没有错，封装的目的也一定是为了让别人不需要关注你的内部细节，但问题在于，很多面向对象编程语言忽略了隔离的意义，为了方便程序员更灵活直接地获取数据和方法，提供一些机制，使得一个对象可以很轻易地访问到另一个对象内部的、跟其内部运作相关的数据或方法，这些原本是需要绝对隔离的。这种设计就使得隔离失去了意义，尽管我们可以指定规范要求自己以对象为单位进行绝对隔离，但是大部分情况下，我们很难做到一个很好的设计，最后的结果是程序内部对象之间相互耦合太多，不管是管理、维护、理解起来都是花费很大的精力。</p><p><img loading="lazy" alt="img" src="/assets/images/Robert_Virding_and_Joe_Armstrong-82ddcf57cc160dd3b30ce80b0351bb6b.jpg" width="1155" height="697" class="img_ev3q"></p><p>Erlang之父Joe Armstrong（右）</p><p>Erlang就采用了一种不同的机制，它从语言体系上就不允许对象之间能够直接访问内部数据或方法，每个函数都分配为独立的线程，线程之间只能通过消息进行传递和联系，这样程序员就很难写出耦合比较深的代码，同时这种隔离对并行计算和分布式也带来了好处。所以Joe Armstrong说，根据Alan Kay的描述，Erlang可能是唯一真正面向对象的编程语言：</p><blockquote><p>Erlang has got all these things. It&#x27;s got isolation, it&#x27;s got polymorphism and it&#x27;s got pure messaging. From that point of view, we might say it&#x27;s the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are about</p></blockquote><p>再回过来看面向对象的核心为什么是隔离，是因为真正的隔离机制才能保证避免耦合，才能降低软件复杂度，因为一个大型的软件系统有无数的对象，如果对象之间存在耦合的可能，那维护起来将是非常不容易的。而当你只提供了强隔离的机制，不让程序员能够很方便地获取另一个对象的引用，剩下的结果就是对象之间只能通过消息通信了，这就是Erlang的整个架构设计，这也是为什么Erlang是真正的面向对象编程语言。也因此，消息更像是隔离机制带来的结果。</p><p>就像现实世界一样，微观的每个原子内部都有自己特定的结构，原子之间相互作用形成分子，进一步形成宏观物体，宏观物体通过内部分子结构形成特定的外在属性，但是其他物体与之交互从来不需要了解其中的内部结构，这就是面向对象的美好世界，然而传统的面向对象编程模式则为了便利为一个对象访问另一个对象的内部结构开了一个口子，这个口子不仅破坏了面向对象的编程思想和精髓，也失去了其带来的好处。</p><p>尽管Erlang看起来是一种完美的架构，然而消息通信是一种操作起来不太便利的方式，比如为了进一步解耦它通常是传递字符串消息，字符串需要编解码，带来了性能问题；而另一方面消息编程模型通常是异步的，使得对逻辑的流程管理失去了控制力。Reality World在这两个方面都做了一些创新尝试，使得开发者既可以像传统的局部变量一样去方面其它对象的数据，又可以像Erlang一样拥有绝对的隔离，这种隔离带来编程复杂度上的减少，降低编程门槛。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="程序结构的复杂性">程序结构的复杂性<a href="#程序结构的复杂性" class="hash-link" aria-label="Direct link to 程序结构的复杂性" title="Direct link to 程序结构的复杂性">​</a></h3><p>对于编程语言本身而言，当前有很多Scratch编程平台，对于一个简单的任务：即只有少量输入和输出，且通常只有一个或少数几个函数的任务，大部分有一些基本逻辑和算术计算能力的人是可以在很短时间内学会的。这说明，单纯的逻辑计算并不复杂。</p><p>然而，真正的软件规模是非常大的，它往往是由众多的开发人员（这些开发人员甚至可能在地理位置上完全隔离）开发的几十甚至上百万行代码的组合，这种规模的软件程序显然不可能仅由简单的变量和函数构成，那样的话我们将很难管理错综交织、复杂的数据和函数引用。在《计算机程序的构造和解释》一书中指出，编程模型本质上要解决的是大规模软件构造的问题，不管是函数式编程还是面向对象编程模型。</p><p>为此，编程语言的设计者在数据和方法的基础上，添加了大量的抽象机制，例如类型、数据结构、继承、多态、重载、接口等等。这些机制的目标是要形成各种抽象，使得其他人员可以不需要关心一些实现细节，只需要关心与之交互的部分，即接口；当然除此之外，这种抽象也是帮助开发人员自身从逻辑上更好地管理自己所编写的众多代码。</p><p>然而正是这些为了帮助人们管理大规模软件构造的机制，提升了编程的门槛，例如非程序员肯定可以很快理解类和对象的概念，但是理解虚函数和多态就是另外一回事了。尽管这些机制的添加看起来是理所当然的，但是稍微深入理解一下编程语言的编译过程可以发现，这些机制通常是跟底层的编译机制相关的，而现代的编译流程又几乎是与底层的硬件架构有关的。例如继承的机制和限制，使得编译器可以计算正确的函数地址，例如你必须要从一堆复杂的代码中拿到一个对象的引用（这使得你不得不把多个代码文件交织在一起）才能正确地访问相应的方法，这使得程序几乎总是充满复杂的引用关系，尽管这看起来像是必须的，例如为了保证安全性，但某种程度上也是因为编译器必须要这样才能获得正确的对象地址，从而访问其中的数据和方法。但是如果仅仅是为了保证安全性，我们可以有很多机制，不是说我一定要每次亲自到一个店买到的东西才是绝对安全的，如果一个快递员本身是某种机制能够保证安全的，我就可以不用亲自去店里就可以获取到我想要的数据，这个时候我要关注的只是什么东西（数据类型），而不是实际物理地址（对象引用）。</p><p>从上面的分析，我们可以将程序的整个结构分为两个部分：其一是单个函数或者单个对象本身的相对比较简单的逻辑，其中可能仅仅涉及最基本的算术和逻辑计算；而另一部分则是为了帮助计算机编译系统（可能也是帮助程序员理解）构造大规模软件提供的一些信息。</p><p><img loading="lazy" alt="img" src="/assets/images/create-83a4808a18d663f143cd67c47dccbd84.png" width="2546" height="1427" class="img_ev3q"></p><p>Reality World在程序结构方面的目标，就是要提供一种系统架构，使得这种程序结构组织的复杂性被隐藏在编译系统和运行时内部，这样开发者就只需要关注最基本的逻辑和算术计算。我们通过提供一些额外的信息来使得运行时系统可以动态推导出一些构成大规模程序需要的结构。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化的数据管理">去中心化的数据管理<a href="#去中心化的数据管理" class="hash-link" aria-label="Direct link to 去中心化的数据管理" title="Direct link to 去中心化的数据管理">​</a></h3><p>除了编程语言语法和程序结构之外，还有一个通常容易忽略的问题，或者说因为目前编程的大部分都是专业程序员，这个问题看起来理所当然。那就是关于数据管理。数据管理是一个非常重要的问题，因为它既关乎程序的复杂度，又关乎前面提到的互操作性。</p><p>在应用开发中，开发者既需要编写逻辑代码，还需要处理数据管理：数据在什么时候初始化，在那个代码逻辑处初始化，从哪里获取数据进行初始化，对象被修改了怎样保存数据等等，甚至包括为了考虑缓存性能所做出的一些处理，这些工作是非常繁琐的。除此之外，开发者几乎总是还要关心存储，除非是仅存储在本地，否则还需要设置服务器存储和获取一些数据。这些工作对于普通的用户开发应用程序而言都是比较困难的事情。</p><p><img loading="lazy" alt="img" src="/assets/images/graphql-b82a89e1f03ad72a5c43b193911c69a7.png" width="1610" height="399" class="img_ev3q"></p><p>GrapQL</p><p>所以结合上述的程序结构化的自动管理，一种好的策略是程序的数据也可以自动管理，这样就使开发者仅关注一个个独立的基本逻辑和流程，所有涉及到或者说只是编译器或编译系统需要的管理都应该尽可能交给运行时。GraphQL在这方面做出了一些比较好的尝试，开发者只需要告知一个想要的数据类型，就可以很方便的获取到对应的数据，而将这些数据背后的复杂逻辑隐藏起来。</p><p>除了数据本身的管理，数据还涉及到互操作性的问题，用户希望自己一个应用的数据可以被其他应用方便地访问，这些机制都是和数据的管理过程及其设计息息相关的。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="为ai而生的应用程序构造方法">为AI而生的应用程序构造方法<a href="#为ai而生的应用程序构造方法" class="hash-link" aria-label="Direct link to 为AI而生的应用程序构造方法" title="Direct link to 为AI而生的应用程序构造方法">​</a></h2><p><img loading="lazy" alt="img" src="/assets/images/5-25bf33bec4ab499cbb1f75fe4af6dc4e.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World的程序结构与文本合成是类似的</p><p>ChatGPT席卷了整个世界，或者至少是科技圈，不管是从资本，国企，民企，程序员个人等等都是受到很大的影响，当然也有像我们小孩的妈妈，以及他妈妈的朋友，目前还不太了解ChatGPT是干什么的。</p><p>我于2022年4.30日从华为离职并开始研究和设计Reality World的架构，那个时候的热点还是元宇宙。那个时候，由于没有现在大模型的这种能力，我们当然也没有主要去思考AI方面的，但是从我们自己的设计思路上，我和我们公司的2号员工，在2020年的时候就思考和讨论将来怎样让AI写代码，当然我们说的不是现在这种基于大模型来生成文本的方式生成代码。</p><p>但大模型确实加速了我们的一些想法。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="软件复用与可组合性">软件复用与可组合性<a href="#软件复用与可组合性" class="hash-link" aria-label="Direct link to 软件复用与可组合性" title="Direct link to 软件复用与可组合性">​</a></h3><p>我们起初的目标是让普通人可以编写代码并构造一个完整的应用程序。这也是我们前面第3部分讨论的内容。然而比较巧合和惊讶的是，至少从我们的设计思路上看：<strong>让普通人会编写代码与让AI编写代码的逻辑是类似的。</strong></p><p>逻辑和流程，本质上都是可以用语言表述的，因此我们人类的任何信息与智慧，当然也可以使用自然语言进行描述。然而语言文字是一种面向人类的信息载体，它是为了便于人类之间进行信息交流而设计的，所以它可能不那么严谨，甚至没有太多结构性，人们之间需要信息编解码，编解码的效率和能力可能差异都非常巨大。而程序，则是在自然语言基础之上加入更多的结构性，它在表述和记载逻辑的同时，可以直接与计算机和其他程序进行沟通，这就使得人类大脑中的逻辑不光可以用于人与人之间的信息交流，还可以更直接地转化为生产力。</p><p>然而要让AI能够生成代码，这件事情肯定是非常复杂的，当然由于ChatGPT的出现相信现在大部分程序员都能够感受到AI的代码生成能力，有些人比较坚信AI能够代替程序员生成程序，有些人则悲观一些，至少在短期内。</p><p>这里暂且不争论AI到底能不能或者什么时候替代程序员，我们回到问题本身。传统的文本合成，计算的是文字与文字之间，句子与句子之间的组合概率，这里有两个事情值得注意：第一是任何字之间都可以组合，所以ChatGPT总是可以给我们答案，哪怕其中的句子组合和逻辑是完全错误的；第二是一般常用于表述正确语法和语义的哪些文字信息是非常多的，也就是说ChatGPT理解我们一般的比较大众化的语义是很容易做到的。</p><p>计算机程序在这两个层面都与一般的文本知识信息不同：首先两段代码是不能简单合成的，两个代码之间在单纯地像两段文字放在一起之外，还需要处理参数的数量，参数的名称，类型，变量从哪里获取，API从哪里获取等等，这远远超出简单文字合成的范围。你可以合成一个文本组合的源代码结果，但是其中的逻辑可能完全是错误的，函数是不存在的，参数是错误的。因此目前来讲，大部分AI还是用于辅助比较局部、独立的代码生成，检查，提示等等，距离构造复杂一点的逻辑显然还缺乏一些基础。当然这并不妨碍它现在就可以作为一个不错的助手。</p><p>我们在Reality World的设计过程中，为了要让普遍用户可以构造程序，将程序的整个构造过程做了多处调整，从类型定义，数据初始化和管理，互操作性，程序结构的推演，线程隔离等等。其中还有一个重要的方面就是组合性，这种组合性使得两个相关的组件，不需要用户手动添加任何参数或者输入输出的设置，就可以正确地构造程序，例如如下的这段复杂的逻辑，整个Graph的节点是不需要用户连接的，全部是自动生成。</p><p><img loading="lazy" alt="img" src="/assets/images/4-c18cbdad8df763f282adf9e615337ed8.jpg" width="3356" height="2096" class="img_ev3q"></p><p>整个程序的连接关系是自动推导的</p><p>这样的组合性看起来是不可思议的，这里我不会讨论具体的实现方式，但是可以这样想象一下：编译器对于一个程序的所有源代码，本来就是首先当成一个个独立的模块进行编译的，只不过编译器除了编译每个指令本身，还使用一些符号表记载了所有外部模块引用的关系和地址，然后在链接阶段将这些地址修改为最终的绝对地址。从这里可以看到，程序的结构是有可能以更底层的方式去完成，而不是把这部分交给程序员。</p><p>这样的组合能力，使得程序的构造过程变成了单纯的合成，没错，这个合成的方式跟文本合成是非常相似的：它们仅仅是放到一起，不需要指定额外的程序结构信息，例如参数，变量，函数地址等等。这样我们就有机会让AI去生成程序，这里AI只需要从一般的文字意义上去理解组件的语义，并给出组件合成序列，而底层的运行时引擎将这些序列转化为真正的程序。</p><p>与直接ChatGPT构造程序代码不同的是，这里的代码一旦被构造，就是正确的，可以运行的，而不需要人去检查其中可能存在的程序逻辑的错误。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向ai的编程系统">面向AI的编程系统<a href="#面向ai的编程系统" class="hash-link" aria-label="Direct link to 面向AI的编程系统" title="Direct link to 面向AI的编程系统">​</a></h3><p>显然，与直接让AI构造复杂的程序逻辑相比，更好的使用方式可能是AutoGPT或者OpenAI的插件系统，在这种架构中，AI更多是负责比较通用的一些语义理解，然后把具体的一些与领域系统的交互交给专门的插件去解决。</p><p>然而在OpenAI的Plugin系统中，每个Plugin是一个特定的应用，尽管这种描述好的调用逻辑使得ChatGPT可以正确地调用各个应用软件的接口，但如果你的使用本身是要在多个plugin之间建立一些比较复杂的逻辑和流程，或者说我们想构造任意的应用程序，把每个plugin接口当作组件，这就又会回到让AI编写逻辑代码的问题。</p><p>相对于这种Plugin系统，Reality World提供的不是一个单个plugin，而是一种通用编程能力，它可以理解为是一种面向AI的编程系统，因为AI发出的文本序列，会被Reality World当作输入，然后按照程序构造的逻辑去检索相应的组件并组合构造，这样的程序要么是构造不出来的，要么就是至少能够成功运行的，而剩下的正确性问题就取决于组件描述的准确性和AI对语义的理解了。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="拥抱rust">拥抱Rust<a href="#拥抱rust" class="hash-link" aria-label="Direct link to 拥抱Rust" title="Direct link to 拥抱Rust">​</a></h2><p>我原本以为的开发周期还是会比较长的，毕竟设计的系统设计还是非常复杂的。早先我使用的是C++/C进行开发，进行了一些简单的语言包装和编译流程定制。因为我们2号员工一直是Rust爱好者，一直在鼓动我使用Rust，虽然之前看过Rust的一些介绍，但是感觉还是没有特别的动力去完全切换到Rust。</p><p>后来因为某些原因最终还是选择使用Rust进行开发，开始也是有些不习惯，但是在逐步学习和使用过程中感受到了Rust的好处，这里给大家分享和推荐一下。</p><p>Rust对我而言最大的好处和体验是，迭代速度比较快，这符合我现在的需求。只要代码编译通过，几乎不会花时间去排查一些比较诡异，甚至需要小心翼翼地断步调试才能发现问题的bug，一般有bug就基本上大部分还是逻辑问题，而且Rust编译器可以比较精准地告诉你问题的位置，基本上一看提示就知道该怎么改代码了。</p><p>当然缺点主要是大家讨论比较多的限制了，你得很小心翼翼地设计整个程序的架构，如果像传统C++那样到处是相互引用显然几乎肯定是你完全没法通过编译器，你得设计好整个程序对象的结构，这里推荐Bevy引擎就是非常好的架构，这样的架构几乎能解决大部分相互引用的问题。</p><p>第二个比较大的问题是多次引用和借用的问题了，这个问题相对好解决一点，首先架构好会少掉很多这种问题；其次对于局部的一些方法，实在是不可避免的，万能大法就是复制数据就好，这个也不需要完全回避，毕竟在C++中也经常会存在对象复制；再有稍微复杂一点就是使用move，先将数据move出来，然后进行操作之后再填回去，如果你能保证没有并发问题，这种思路也是一种方法。</p><p>最后，关于有些人会觉得，像Rust这样强迫开发者过早关注架构会影响快速迭代。这一点我不是很赞同，因为任何一个项目，快速迭代也是要正确运行的，而且如果项目本身思考着足够多，或者项目最终肯定是要上线使用的，我觉得慢一点一边迭代一边就把代码架构写的更好，也许最终是一件更好的事情。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="我这一年的创作过程">我这一年的创作过程<a href="#我这一年的创作过程" class="hash-link" aria-label="Direct link to 我这一年的创作过程" title="Direct link to 我这一年的创作过程">​</a></h2><p>我从2022年4.30日从华为离职，几乎整整一年时间全部都在思考整个系统的设计，以及后期的开发。刚开始2个月，思路还不是特别清晰，只是在不停、疯狂地看书，我几乎把所有能买到的中文跟编程语言和编译相关的书都看了一面。当然我不会逐字逐句慢慢看，都是飞快地浏览，并且脑袋中高速运转着，随时都想着我脑袋中的哪些问题怎么解决，这样带着问题看书的好处是，只要知识之间有一点的相关性，就能够非常敏锐地捕捉并关联上，然后再对这块知识进行深入学习，最终可以跳出单纯的知识本身去应用这些知识，甚至将一种知识的思维用来解决另一个问题。</p><p>整个一年中，我阅读了超过50本相关的书籍，并且大部分比较相关的知识都是反复阅读的。</p><p>早期我习惯使用iPhone的备忘录app记录一些想法，这种方式比较方便，任何时候想到一点东西就可以记下来，很多时候晚上半夜都会起来记录，确实有些东西很快就是可以忘记的。后来体系比较完整的时候我逐步将这些信息整理到Markdown中，并逐步积累，现在整个系统的设计和思考已经超过22万字，整整400多页，里面包含了非常多的技术理解和思考。等适当的时候我会将这些内容整理成图书出版。</p><p>豆瓣上我列了个top 10的图书榜单，编程相关的是：《编译原理》、《Erlang程序设计（第2版）》、《编程语言实现模式》、《游戏机制》、《链接器与加载器》、《Data-oriented design》、《函数式编程思维》、《凤凰架构》。</p><p>除了图书，一些技术架构对我影响比较大的是：Erlang、USD、LLVM、MLIR、ECS、Web Assembly、Machinations、《堡垒之夜》、Snapchat、Bevy等等。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于商业模式">关于商业模式<a href="#关于商业模式" class="hash-link" aria-label="Direct link to 关于商业模式" title="Direct link to 关于商业模式">​</a></h2><p>可能很多朋友会关心你的商业模式是什么，这里我不想讨论这个问题，目前只跟投资人之间才会讨论这个问题，我当然有很多思考，但是在缺乏很多背景下，我觉得现在在公众场合讨论还是太早。当然我不会介意大家讨论。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="参与reality-world开发">参与Reality World开发<a href="#参与reality-world开发" class="hash-link" aria-label="Direct link to 参与Reality World开发" title="Direct link to 参与Reality World开发">​</a></h2><p>毫无疑问，Reality World涉及到很多技术思维，甚至包含一些创新尝试，我相信参与这个项目本身肯定会学到很多知识。但现阶段还不能正式公布，我们预计会在6个月左右，在内部迭代一些版本再正式公布，所以在这个阶段我也不会在公众场合讨论太多具体的技术细节。因为在中国做这种事情是非常不容易的，网络上会有各种各样的声音，我不希望受这种干扰，为了把这件事情做成，需要一颗安静的心。</p><p>如果你对Reality World感兴趣，你可以联系我，私人之间有时候我会讨论一些技术。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于融资">关于融资<a href="#关于融资" class="hash-link" aria-label="Direct link to 关于融资" title="Direct link to 关于融资">​</a></h2><p>坦白说，到目前为止，我还没有拿到任何投资，曾经有非常顶级的资本聊了很久，合伙人也非常认可这个项目的价值，但到现在还没有谈定。在早期，我肯定犯了很多错误，例如对项目的规划，估值预期，甚至表达等等都还是存在一些问题，当然也是一种成长；此外去年又遇到疫情，还有，你懂的，今年的ChatGPT...</p><p>总之，后续的开发肯定还是需要团队和资本，我一个人很难这样一直持续下午，欢迎各位感兴趣的资本、开发者甚至加油助威的朋友与我联系。</p><p>微信：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="后记">后记<a href="#后记" class="hash-link" aria-label="Direct link to 后记" title="Direct link to 后记">​</a></h2><p>在这一年过程中，我跟很多不同的朋友有过很多交流，很多朋友都在鼓励和支持，希望，最终不会辜负你们！</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li></ul></div></footer></article><nav class="pagination-nav" aria-label="Blog list page navigation"></nav></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div 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href="/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>4 posts tagged with &quot;Reality World&quot;</h1><a href="/blog/tags">View All Tags</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><link itemprop="image" href="https://realityworld.com/img/blog/open-source-conference.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/blog/the-evolution-of-ECS">The Evolution of ECS</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-10T00:00:00.000Z" itemprop="datePublished">October 10, 2023</time> · <!-- -->0 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="呃，这又是一个创业公司营销的噱头和方式吗？"><link itemprop="image" href="https://realityworld.com/img/blog/open-source-conference.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-09T00:00:00.000Z" itemprop="datePublished">October 9, 2023</time> · <!-- -->28 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><strong>呃，这又是一个创业公司营销的噱头和方式吗？</strong></p><p><strong>又去看他们宣传产品不讲技术吗？</strong></p><p><strong>你直接开源不就得了，还搞什么线下活动？</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="先回答问题">先回答问题<a href="#先回答问题" class="hash-link" aria-label="Direct link to 先回答问题" title="Direct link to 先回答问题">​</a></h2><p>关于第一个问题，<a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>已经慎重决定由创业项目转为纯开源项目，也就是说它后面将不会有一个创业公司实体来运营，它会真正依靠社区及其组织进行发展，就像Bevy等开源项目，当然我肯定也会持续在这个项目进行迭代开发。这也意味着它不再有商业利益，任意公司或个人都可以使用或者基于它进行修改或扩展。</p><p><strong>之所以这样的选择，很大一个原因是，我觉得这几年技术、环境和产品形态的变化和发展都很快，各种概念弥漫着整个世界，我认识和交流过很多投资人、创业者、开发者以及行业很多不太懂技术的各种角色，即使最聪明的人，往往也很难在一些关于技术的理解上达成共识，而且国内的整个环境普遍还是更关注上层的应用，而硅谷的很多产品创新更多是源于对技术的深刻理解。所以我觉得站在这个历史阶段，我们最重要的是要有一些关于技术的基础讨论形成共识，要有一些具体而系统的实践而不是停留在臆想，然后要将这样的基础共识开放为公共资源，形成一些坚强的共识底座，然后有了更清晰的技术理解，上层的创新才会真正的繁荣。Reality World 现在的使命就是尝试去成为其中的一股开放力量，它首先提出自己对技术和未来的系统理解，然后基于这些理解构建一种可供大家学习和讨论的实践，最后开源出来供大家传播、分享、讨论和发展。</strong></p><p>关于第二个问题，如果有朋友参加过我2018年的全国图形渲染技术巡讲，一个人围绕一个主题讲3～4个小时，在中国这种会议几乎是绝无仅有的，那种系统和深度远不是那种15～45分钟蜻蜓点水一样的感觉，这将是一场非常深刻的技术旅程，我相信每个人可以学到非常非常多的知识和理解，后面我会大概说明会讲什么内容。</p><p>关于第三个问题，这个项目跟其它项目非常不同，简单来说，直接开源出来让大家自己研究代码和文档可能并不好理解，通常我自己有时候也很难用简单的几句话向朋友或投资人说明Reality World是什么。一方面是Reality World太技术，涉及的每一个设计决策都有很多不同层面的考虑；另一方面它涉及的技术面非常广，从程序的组织结构、到编译/解释/链接，到运行时的虚拟机、调度和沙盒，以及还涉及到怎样用这些技术去解决比如元宇宙应用的一些需求等等；最后它的目标也不是一个简单的应用或者一个框架，它是介于框架和编程语言之间的一种用于构建应用的软件构造方法，但它本身也不是一种编程语言。</p><p><strong>所以，这么多复杂的事情耦合在一起，我必须用语音和视频的方式才能更清晰的表达它，才能让大家更好地理解这个项目的目的，不然开源一个大家都看不懂或者连看懂目的都很复杂的项目有什么意义呢？但好消息是，如果你听我一次系统的讲解，它其实理解起来非常简单，但这种简单它不能用简单的文字表达，否则你可能要花费远远大于3个小时的时间才能更清晰的理解这个项目的逻辑和目的。</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world是什么">Reality World是什么？<a href="#reality-world是什么" class="hash-link" aria-label="Direct link to Reality World是什么？" title="Direct link to Reality World是什么？">​</a></h2><p>尽管这个问题回答起来很困难，但我还是必须要尝试用简单的几句话解释它，否则都不知道它是何物，我为什么要去关注这个项目和参加这次活动呢？</p><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>是一个面向具有<strong>“未来特征”</strong>应用的开发框架和运行时，开发框架是指它是一个用于构建应用的工具，就像你用游戏引擎可以构建游戏程序，只不过现在它还不支持图形和UI显示，但是在将来它应该可以比较简单地集成一些渲染引擎或者UI框架，毕竟这部分的内容和工作流程大部分是比较成熟的，也可以很容易地把它嵌入到已有的游戏或者应用中，用于提供一些额外的功能。</p><p>所谓<strong>未来特征</strong>，我们主要指三个层面，后面会有更多讨论：</p><ul><li><strong>互操作性</strong></li><li><strong>相互协作</strong></li><li><strong>去中心化</strong></li></ul><p>实际上，这三个特性正对应着元宇宙（互操作性），大模型应用（多智能体协作）以及Web 3.0（去中心化）。尽管这三者之间的概念以及技术需求都是很模糊的，我们则尝试在这三者之间寻找一种统一的计算架构和软件构造方法。所以这就是Reality World技术上的复杂性，也就是为什么我们思考的是面向未来5~10年的应用的形态。</p><p>Reality World整个体系分为三个部分：</p><ul><li><strong>Cogine：</strong>是整个应用构建方法的底座和运行时，它定义这种应用的表述格式，以及对这种格式的动态解释和运行时的其它功能。该词的前缀 <em>co-</em> 取自<strong>Co</strong>mplexity system，或者<strong>Co</strong>gnitive computing，或者<strong>Co</strong>nversational computing，这些术语都是Cogine背后的一些技术思想；后缀 <em>-gine</em> 来自于En<strong>gine</strong>。所以可以称之为复杂引擎，认知计算引擎或者对话式计算引擎，其中复杂系统相关的一些理论是它重要的一些设计原则和目标。</li><li><strong>Reality Create：</strong>是这种应用的编辑器。</li><li><strong>Reality World：</strong>是这种应用的一个模拟器，任意一个基于Cogine定义的格式构建的应用程序包，都可以被它直接动态加载和运行。当然作为一个面向用户的应用程序，它还有其它一些功能，比如程序的安全授权管理，多程序的分组以及用户与程序的交互界面等等功能。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="讲什么">讲什么？<a href="#讲什么" class="hash-link" aria-label="Direct link to 讲什么？" title="Direct link to 讲什么？">​</a></h2><p>基本上，会分享所有关于Reality World的一切，包括它的为什么这么思考，具体的架构设计，以及一个具体的代码实现和Demo演示等。</p><p>计算机和数字化发展这么多年，我们已经积累了非常多的知识、理论和方法，从编程语言、软件工程到各种架构设计模式，而且几乎任何一种新的特别是偏底层的架构设计，往往都面临着跟其它很多模块的交互和协作，所以与单纯了解一种方法本身的知识相比，其背后的逻辑和设计思想有时候更为重要。</p><p>大体上，3~4个小时的演讲分为两个部分：</p><ul><li>约有40%的内容讨论为什么要这么设计</li><li>其它60%则介绍具有的架构设计及代码</li></ul><p>Reality World的目标，是要构建一种新的程序组织和构造的方法，所以最基础的问题就是为什么要构建一种新的方法？我们已经有非常成熟的各种体系，在传统的流程中，比如要构建一个应用程序，首先基本的各种编程语言如C++、Rust、Python、Javascript、C#、Go等基本上解决了大部分的逻辑组织和表达的问题，剩下的主要就是在显示层又会有不同的选择，比如要想实现3D的图形界面，至少得选择一个游戏引擎或者其它具有3D渲染能力的组件或者框架，2D的界面则有更多各式各样的选择，比如iOS和Android都有原生的UI交互框架，也有其它一些如React、Flutter等跨平台或者基于Web的各种框架。</p><p>因此这个其实是Reality World最核心要回答的问题。为什么要设计一种新的方法，我们将主要从两个层面来回答：</p><ul><li>外在层面</li><li>内在层面</li></ul><p><strong>外在层面</strong> 是指在编程语言和传统软件构造方法之外的需求，这部分也是更多对应40%的内容中为什么要这么设计的问题。过去几十年来应用构造的体系基本上都是围绕构建一个单一的程序体被隔离在单一的内存中运行的，在这种背景下，软件之间的功能通常都是相互隔离的，甚至即使是属于同一个用户不同应用之间的数据，虽然看起来都是同一个用户的数据，但是不同的软件之间却无法访问。这种机制在过去几十年都能够很好地解决我们的数字化的问题，直到Web 3.0和元宇宙的出现，这两种新的应用形态似乎都在尝试构建一个共享、互操作的数字世界。这要求应用之间需要高度交互能力，然而这种需求和传统的软件构造方法是天生相悖的，传统软件构造方法建立内存隔离的目的就是保护数据和内存中数据的安全，它的一个基本的安全底座就是系统的内存环境会保护程序内所有的数据，因此传统的编程语言和软件构造方法就没有太多专门针对这些数据的保护措施，但是当我们去掉这个内存保护，要求很多匿名的软件在一个内存环境中进行运行的时候，这种安全性怎么保证。虽然Web Assembly和一些容器等沙盒技术提供了一些解决方案，但是沙盒技术本身更多是为虚拟化而设计，它的主要方法也是建立模拟操作系统的内存保护机制。</p><p>因此，本质上针对这种新的需求，我们要重新思考软件构造方法本身。而要开发一种新的思路，我们就必须要很好地理解现有各种技术的原理及其问题，这里涉及的技术点比如编译器的寻址计算，内存机制，沙盒技术，USD/LLVM/MLIR等一些具有互操作和模块化能力的技术思想，虚拟机的作用，区块链中互操作性架构的一些思想。</p><p>除了外在的需求和驱动，现有的软件构造方法在 <strong>内在层面</strong> 也存在很多问题。一个现实的问题是编程仍然是一份门槛非常高的工作，全世界会编程的人不足0.5%，所以说我们今天的数字化的程度是远远不够的，因为剩下那么多群体能带来多少可能性是不可估量的。尽管现在有大模型这种提升编程效率的技术和方法，但是在软件构造方法本身没有变得更简单之前，也很难解决实质性的问题。</p><p>软件开发是由人去表达人类理解的逻辑流程，然而现代大部分编程语言的核心抽象都还是面向硬件和编译器的，我不是说编程语言一定要是自然语言，但是传统的编程语言中有很多的概念和规则都是面向计算机的。</p><p>首先，比如程序的数据管理是非常复杂的，你必须要定义数据被存放在哪里，怎么初始化，什么时候删除，当你需要执行某个具体逻辑的时候，往往需要搜集各种上下文以计算条件，这些数据充斥在各种结构各种对象中使用各种不同的方法进行封装。我们编程很多时间就是在组织这种数据，决定他们被怎样构造、初始化和存放才能使得获取它们变得更简单而灵活，而且这种结构也复杂往往越混乱，因为这些数据还对应着复杂的运行时状态，这样逻辑的执行就不光取决于数据，该取决于执行时它们的状态，这样你就不得不很好地维护它们正确的状态。</p><p>当一个程序员在思路TA代码中的逻辑跟TA思考现实生活中的某个事情时思路是完全不一样的，在现实中我们往往很少关注一个东西的位置我要把它放在哪里，我去访问的时候它们的组合状态对不对等，现实生活中的一切似乎都是那么自然，我们的精力都在关注事情的逻辑本身。</p><p>其次，程序的结构组织也是非常复杂的，我们人思路现实世界中的问题通常是线性的，先做什么再做什么，我们往往任意用流程图把它画出来，人与人之间的交流也非常简单。程序的流程则通常很难可视化，因为它的表达不是线性的，整个流程有点像一个深度优先的遍历算法，对于每一个开始的节点，它必须进入每个函数的调用链，直到所有的子函数调用都结束才会返回来执行下一步。就像我们人想事情是先把总体流程步骤想好，再去解决具体一个个细节问题，计算机程序是每做一件事情都需要把它的细节全部做完，然后开始下一件事情。你可以说每个函数内部在不去看系函数的时候也是线性的流程，但是你很难进行可视化，因为这些函数内部的细节，它们没有一些规范，函数的输入输出参数定义也不一样。更要命的是，你无法很轻易地对流程进行调试，比如想跳过、新增或者调整某些流程，这可能需要去修改源代码，而源代码通常不是注释那么简单，因为有些流程可能产生关联数据导致后面的流程根本就无法执行。</p><p>我把这个问题称为程序结构的问题，可见我们仍然无法用比较符合直觉的方法去构建逻辑流程。</p><p>所以我认为，编程这个事情的门槛，其实很大程度上并不是来源于编程语言本身，而是在与程序的结构组织和数据管理。这两个层面其实都是和编译器和硬件有关，正是因为编译器需要按照这样的方式编译为硬件可以执行的程序，所以编程语言才是这么设计。</p><p><strong>结合上述外在和内在的问题，Reality World的目标就是，通过深入分析程序构建和执行的整个过程，能不能设计出一种新的方法流程可以同时解决这两个问题。这就是我们这次技术分享会的重点内容</strong>。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="面向的受众群体是谁">面向的受众群体是谁？<a href="#面向的受众群体是谁" class="hash-link" aria-label="Direct link to 面向的受众群体是谁？" title="Direct link to 面向的受众群体是谁？">​</a></h2><p>本次活动主要面向两类人群：</p><ul><li>希望深入了解相关技术的开发人员</li><li>希望通过深入了解一些技术的思路来更好地理解一些新的技术概念的非技术人员</li></ul><p>对于技术人员，如果你关注以下技术，你可以来听听我的理解：</p><ul><li>游戏引擎架构</li><li>ECS/DOTS</li><li>USD</li><li>LLVM/MLIR</li><li>Rust</li><li>Web Assembly</li><li>编译、解释、链接过程</li><li>面向对象</li><li>函数式编程</li><li>LLM应用</li><li>元宇宙及互操作性</li><li>开放世界和复杂系统架构</li></ul><p>对于非技术人员，可以帮助你更好的理解以下技术概念：</p><ul><li>元宇宙</li><li>大模型应用架构</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源的目的是什么">开源的目的是什么？<a href="#开源的目的是什么" class="hash-link" aria-label="Direct link to 开源的目的是什么？" title="Direct link to 开源的目的是什么？">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="Direct link to License" title="Direct link to License">​</a></h3><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源什么">开源什么？<a href="#开源什么" class="hash-link" aria-label="Direct link to 开源什么？" title="Direct link to 开源什么？">​</a></h2><p>基本上，Reality World相关的所有一切都会开源，包括：</p><ul><li>核心代码</li><li>整理手稿：大概20多万字我整整一年记录的一些思考、参考信息和资料</li><li>架构文档：重新整理的系统性的技术文档，大概10多万字</li><li>白皮书</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源信息">开源信息<a href="#开源信息" class="hash-link" aria-label="Direct link to 开源信息" title="Direct link to 开源信息">​</a></h3><p>活动结束后将会上传代码，仓库地址：</p><p><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer">https://github.com/Cogine/RealityWorld</a></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源社区群">开源社区群<a href="#开源社区群" class="hash-link" aria-label="Direct link to 开源社区群" title="Direct link to 开源社区群">​</a></h3><p>由于人数问题以及广告太多，请先加我微信再社区群：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="活动信息">活动信息<a href="#活动信息" class="hash-link" aria-label="Direct link to 活动信息" title="Direct link to 活动信息">​</a></h2><p><strong>时间</strong>：2023.10.22</p><p><strong>地点：</strong>上海市长宁区长宁路1189号  长宁来福士办公楼T2座26楼 亚马逊演播厅</p><table><thead><tr><th align="left">时间</th><th>内容</th></tr></thead><tbody><tr><td align="left">13: 20</td><td>签到</td></tr><tr><td align="left">14: 00</td><td>技术分享</td></tr><tr><td align="left">17: 00</td><td>开放讨论</td></tr><tr><td align="left">18: 00</td><td>活动结束</td></tr></tbody></table><h2 class="anchor anchorWithStickyNavbar_LWe7" id="联系我">联系我<a href="#联系我" class="hash-link" aria-label="Direct link to 联系我" title="Direct link to 联系我">​</a></h2><p>分享者：秦春林</p><p>Reality World 创始人，前华为河图核心成员，<a href="https://github.com/ElvisQin/thegibook" target="_blank" rel="noopener noreferrer">《全局光照技术》</a>《我所理解的Cocos2d-x》作者。</p><p>自去年从华为离职独自创业探索一年半，致力于思考和探索能够为用户体验和生活带来全新价值的软件构造方法，现将这一年的探索毫无保留开源给社区，我将用3个小时非常系统、全面地分享我所有的思考和技术理解。</p><p>欢迎各位朋友与我交流和讨论，我的微信：ARealityWorld。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="官网地址">官网地址<a href="#官网地址" class="hash-link" aria-label="Direct link to 官网地址" title="Direct link to 官网地址">​</a></h2><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">https://realityworld.com/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="报名地址">报名地址<a href="#报名地址" class="hash-link" aria-label="Direct link to 报名地址" title="Direct link to 报名地址">​</a></h2><p><a href="https://9371398676573.huodongxing.com/event/1723877940100" target="_blank" rel="noopener noreferrer">https://9371398676573.huodongxing.com/event/1723877940100</a></p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/open-source">Open source</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="Citation"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-04T00:00:00.000Z" itemprop="datePublished">October 4, 2023</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="citation">Citation<a href="#citation" class="hash-link" aria-label="Direct link to Citation" title="Direct link to Citation">​</a></h2><p>Cited as:</p><blockquote><p>Qin, Chunlin. (Oct 2023). Conversational computing: a new programming model empower LLM applications. Reality World. <a href="https://realityworld.com/blog/conversational-computing" target="_blank" rel="noopener noreferrer">https://realityworld.com/blog/conversational-computing</a>.</p></blockquote><p>Or</p><div class="language-latex codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-latex codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">@article{qin2023conversational,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  title   = &quot;Conversational computing: a new programming model empower LLM applications&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  author  = &quot;Qin, Chunlin&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  journal = &quot;Reality World&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  year    = &quot;2023&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  month   = &quot;Oct&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  url     = &quot;https://realityworld.com/blog/conversational-computing&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="references">References<a href="#references" class="hash-link" aria-label="Direct link to References" title="Direct link to References">​</a></h2></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。"><link itemprop="image" href="https://realityworld.com/img/blog/2.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/blog/thinking">对未来数字世界和软件构造的思考</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">August 26, 2021</time> · <!-- -->80 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><img loading="lazy" src="/assets/images/2-ea7a0b77be7f3ea877430d34be6a9c33.jpg" width="3360" height="2100" class="img_ev3q"></p><p>经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。</p><p>可能有一些朋友关注过我这一年一直在折腾的Reality World创业的事情，然而很遗憾的是一直没有分享太多关于它的信息。一来是因为它所涉及的技术有比较多的创新尝试，在还没有真正的技术开发实践之前容易引起比较多的争议；二来是因为去年得到了一些大资本极大的兴趣，因此我想着一鼓作气等拿到投资之后再公布一些信息。当然因为各种原因到现在也还没有谈定投资，所以近几个月我就将全部精力用于开发了。经过几个月的艰苦奋战，今天终于有机会可以给大家分享一些我的想法，以及这一年的探索过程。当然Reality World还处于非常早期和原型的阶段，我预计还会再迭代几个版本到v0.5.0左右才会开始正式公布或者内测，所以这里我也不会涉及太多技术细节，但是我可以分享我们想解决什么问题，以及为什么要解决这些问题，并大概说明一些思路，这样大家应该能够初步了解Reality World是什么，同时我觉得，对这些问题的思考其实是非常有价值的部分。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world不是什么">Reality World不是什么？<a href="#reality-world不是什么" class="hash-link" aria-label="Direct link to Reality World不是什么？" title="Direct link to Reality World不是什么？">​</a></h2><p>由于我过去的工作经验和背景，以及Reality Create也包含的3D支持，在我与投资人或者其他朋友交流的过程中，大家普遍的印象是这是一个新的游戏引擎，所以大家的思路就是你跟Unity，Unreal Engine以及甚至包括国内近几年也有很多游戏引擎创业的一些区别或者说竞争关系，而会忽视我们技术上反而是更加核心和创新的部分，所以这个误区的澄清非常重要：</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-create的核心不是一个游戏引擎">Reality Create的核心不是一个游戏引擎！<a href="#reality-create的核心不是一个游戏引擎" class="hash-link" aria-label="Direct link to Reality Create的核心不是一个游戏引擎！" title="Direct link to Reality Create的核心不是一个游戏引擎！">​</a></h3><p>虽然我本人多年的工作经验和背景都是与游戏引擎和渲染相关，同时现代游戏引擎工业的技术也在不断发展，但是我一直觉得制约用户随心所欲表达内容和逻辑的部分主要还是编程语言及其程序运行的机制，而游戏引擎架构和流程本身虽然也很复杂，但这部分都是相对比较确定的，例如除了编程部分，一些美术甚至策划也是能够比较好的使用引擎的一些相关功能，但是与之相反的是，逻辑的表达和编程通常还是需要专门的程序员。虽然一些特定类型的游戏系统可以通过数据驱动或者配置的形式部分实现非程序员的逻辑组织，但这样的架构还是很难做到通用，显然数字世界还有着非常多的各式各样的需求，这些需求需要一些通用的逻辑表达能力。</p><p>所以Reality World的核心是一套运行时，可以部分理解为一个虚拟机，但是与传统单纯解释源代码的编程语言的虚拟机相比，它包含一些源代码解释翻译之外的功能，例如权限验证、沙盒安全与互操作、分布式内容分发与同步、组件的依赖管理和动态加载等等，因此可以理解为Reality World是一个像区块链类似的分布式系统；同时，即使是在源代码的翻译解释部分，Reality World也有着很多区别于传统动态语言虚拟机解释的流程和架构。</p><p>基于这套运行时环境，我们会构建3D引擎的能力以使用户可以开发3D应用程序，但这部分技术跟传统的游戏引擎使用的技术不会有太大差异，当然因为运行时环境不同，与之相关的3D引擎的架构和流程肯定会有一些变化，所以我预期将来Reality Create的流程应该是可以有一些不同的创新体验的。</p><p>除了3D渲染，Reality Create的计划也可以开发2D应用程序，所以我们是用一种统一的编程语言和运行时环境，来统一3D和传统2D应用程序的开发。所以它确切的定位应该是一个基于分布式的、通用的应用构造和开发平台，而不单纯是一个游戏引擎。</p><p>与之相关的是，</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world当然也不是元宇宙项目">Reality World当然也不是元宇宙项目<a href="#reality-world当然也不是元宇宙项目" class="hash-link" aria-label="Direct link to Reality World当然也不是元宇宙项目" title="Direct link to Reality World当然也不是元宇宙项目">​</a></h3><p>不管怎么定义，至少目前的元宇宙大部分都是偏向于3D，然后期望人们有些更多沉浸式的虚拟生活。这在某种程度上说跟Reality World的理念甚至是相反的，从名字就可以看出，我选择Reality这个词，是希望我们能够引导用户更多关注现实，Reality World的目标是希望通过提供更简化、更具互操作性的一些编程体验，使更多的人能够随心所欲地表达TA对现实世界的理解，并将这些理解转化为可交互的数字的形式，与其他更多人分享，我觉得应用的开发和构造与文字、图片、视频以及其他信息载体一样，最大的价值仍然是表达人类大脑中最深刻的思考、智慧和逻辑。</p><p>实际上，我心里面对Reality World的最精准的描述是：</p><p><strong>A self-evolving interoperable system.</strong></p><p>或者：</p><p><strong>Interoperating with multi-applications in a modular and composable system.</strong></p><p>也许看了后面的一些介绍你能够大概理解上面两句话的含义</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="构建一个互操作的数字世界">构建一个互操作的数字世界<a href="#构建一个互操作的数字世界" class="hash-link" aria-label="Direct link to 构建一个互操作的数字世界" title="Direct link to 构建一个互操作的数字世界">​</a></h2><p><img loading="lazy" alt="img" src="/assets/images/3-2935ce82c46c3780bb9a6be5605f32ff.jpg" width="3356" height="2096" class="img_ev3q"></p><p>互操作是Reality World最核心的机制</p><p>我印象中，工业界和媒体开始真正讨论互操作性及其相关的一些论据，大部分都来源于Tim Sweeney的那篇演讲：<a href="https://link.zhihu.com/?target=https%3A//dl.acm.org/doi/10.1145/3306307.3339844" target="_blank" rel="noopener noreferrer">https://dl.acm.org/doi/10.1145/3306307.3339844</a></p><p>在某种程度上说，Reality World的目标跟Tim的一些描述和愿景是相似的，但也存在比较大的根本不同，我首先描述跟Tim演讲的一些关系和逻辑，然后再介绍我们的思考，通过这些问题就可以比较自然地理解Reality World的目标以及想解决的问题。</p><p>实际上我第一次看到这篇演讲是在去年7月左右，那个时候我的基本架构的构思已经初步完成，尤其是最核心也是最重要的一步基础已经设计好，当时看到这篇演讲感到很多共鸣，也是对自己的一种很大的激励，毕竟有对技术和行业都有非常经验和影响力的大佬也有类似的思考和行动。但从去年到现在，我们还是沿着我们早先的技术思路，基本上并没有去关注和参考太多Epic的东西，实际上我们从技术方案到目标都是有很多不同。</p><p>在技术层面，Tim认为这样的目标大概可能需要10年才能完成，但Epic会朝着这个目标逐步逼近。Epic的路线大概是几步：首先将一些偏社交或者玩家的非专业游戏开发者转移到《堡垒之夜》中，这部分开发者都在《堡垒之夜》的游戏内部而不是单独使用Unreal Engine去创作，这个模式其实类似Roblox的模式，它也是一种游戏引擎这种商业模式的转型：传统的游戏引擎只是一个单机的生成应用程序的软件，开发者开发的内容由自己去分发和运营，这样游戏引擎仅作为一个工具，它只参与程序的开发，而无法参与分发和运营，因此无法形成生态，所以尽管一些引擎有庞大的开发者数量和群体，但是这种数量并没有很有效的方式可以转化为生态。然而Roblox和《堡垒之夜》是一个分布式系统，你的内容必须分发到这个分布式系统中并由特定的客户端运行时环境来运行，而无法像单独的游戏引擎那样自行分发和运营，这样Roblox和《堡垒之夜》就可以参与整个内容的全部生命周期，这样就形成生态，其他的服务都可以通过这套分布式系统进行提供，而对用户的好处也是简化了内容的分发部署，以及更多便捷的集成服务，例如与其他玩家的互动。</p><p><img loading="lazy" alt="img" src="/assets/images/island-ed77d6189ea90804947341de732b2a5f.png" width="1932" height="1162" class="img_ev3q"></p><p>《堡垒之夜》Creative模式</p><p>为了要使用户在《堡垒之夜》中进行内容开发，就带来了两个问题：一是编程语言的问题，二是互操作性的问题。要在《堡垒之夜》中运行一个第三方开发者未受信任的代码，这是一个非常难的问题，这也涉及到Reality World要解决的第一个核心问题。</p><p>现在整个编程语言以及编译的体系架构，都是基于一个假设，即整个应用程序的所有源代码都被编译为一个单一的应用程序，这也即是编译和构造一个应用程序的主体可以认为是只有一个主体，即开发者，不管你背后是一个大团队或者大公司，最终编译发布应用程序的是一个特定的个人、部门或者组织。这样说有什么意思，这就意味着，整个应用程序的安全性由这个单独的主体负责，你需要解决软件的bug，检查所有可能的安全漏洞等等，保证软件最终运行是可靠的。而对于编程语言来讲，它不对软件的安全做任何假设：理论上，只要你拥有源代码，你就可以几乎访问整个应用程序内存中的数据，所以你必须确保你程序中的所有逻辑行为是正常的。如果所有代码都是由你自己公司的程序员编写的，这当然是天经地义的事情，如果你使用了第三方的开源代码或者闭源的二进制库，你必须由你自己去确保这些第三方的代码不会破坏你的软件运行。</p><p>这样天生就将每一个软件当作一个封闭、独立的环境，操作系统的内存分配和管理系统保证你的内存不会被其他进程的程序非法访问，这样软件就可以安全地运行，当然即使如此，你的程序当中涉及对外部数据读取的部分仍然可能导致内存安全问题。然而这种隔离是与我们现实世界的运行方式完全相反的，现实世界整个体系是基于协作和分工来实现文明发展的，计算机本来具有更强大的逻辑体系，然而实际上我们并没有在软件世界建立起比较简单地分工与协作机制。</p><p>现代软件变得越来越复杂，这种复杂的体系结构本来就希望能够借助更多的协作与分工的精神和思想来实现更大的复杂度和功能，这种协作的第一个要求是让未受信任的第三方代码可以在你的内存环境中执行代码。这也是《堡垒之夜》面临的第一个问题。按照现代编程语言的一些思路，一个源代码能够在一个内存环境中被执行，那表示其对应的主体知道和负责其中的安全问题，编程语言本身没有太多机制来解决这个问题。这又分为两种情况：静态语言和动态解释性脚本语言。对于动态而言而言，如lua，它们通常不能直接访问内存，开发者所能操作的都是封装在一定类型和对象中，现代大多数编程语言都按照类型进行寻址，也即是类型系统本身基本上可以保证程序的安全，如果你的源代码不知道一个对象的地址，你就不可能访问到它。然而实际现在大多数编程语言都提供静态变量或者全局常量之类的方式，这种方式使得内存环境中的其他代码可以获取到这些共享信息，从而对软件进行破坏。为了避免这种问题，Roblox就对Lua进行了改造，叫做Luau，比如通过禁止全局变量，以及禁止一些能够访问全局变量的库函数等等机制来实现一种沙盒安全，这样第三方开发者开发的代码就可以放心地在Roblox app中运行。</p><p><img loading="lazy" alt="img" src="/assets/images/luau-8dcd3e07aca728930025b827afc3d0d9.png" width="1446" height="486" class="img_ev3q"></p><p>如果第三方未受信任代码是二进制的机器码，这个问题就更严重了，因为机器码是可以访问内存地址和寄存器的，那可以造成的破坏是无法想象的。然而人们仍然希望能够实现类似分工协作的方式，这方面最具有代表性的例子就是浏览器，浏览器是一个非常复杂的软件，现代浏览器往往都可以支持第三方二进制的插件，来提供一些更高性能的增强功能，例如浏览器的字体渲染往往都是使用第三方字体渲染库。为了解决这种由于未受信任二进制代码导致的安全问题，人们提出一些软件隔离（software-based fault isolation，SFI）技术，相对应操作系统或硬件的内存隔离，SFI是用于构建包含未信任组件的安全系统的一种轻量级方法，能够用于减少由于内存安全bug导致的攻击，SFI通过严格将第三方未信任软件限制在自己的沙盒内存区域，来隔离这种内存安全导致的破坏。用例包括浏览器使用SFI来扩展第三方组件，例如经典的Native Client SFI syetem（NaCI）使用SFI来扩展第三方c库，使得浏览器可以使用如第三方的字体，音频，XML解析等库；在边缘计算节点与第三方未信任客户环境进行联合计算等等。</p><p>NaCI存在较大的运行时性能，因为它的机制一般对第三方代码不做太多要求，假设其按照一般的方法进行开发，然后仅仅在调用这些方法的时候为其分配独立的内存区域进行隔离，它基本上是用软件模拟操作系统的内存隔离机制，比如每次切换都需要保存大量的状态和寄存器地址等等。为了减少这种隔离导致的代价，Web Assembly就使用另一个思路，由于Web Assembly程序都会编译为Wasm文件，由Wasm虚拟机解释执行，而不是底层的二进制代码，所以Web Assembly有机会对程序进行一定的分析，通过基于Control-Flow Integrity (CFI)技术，Web Assembly的编译器可以检查出程序中哪些代码可能会对这种沙盒环境造成破坏，从而禁止这样的代码生成合法的Wasm程序，因此也就实现了沙盒安全。但是由于这种检查是在编译期，并对第三方程序的构造过程有一定的要求，因此在实际执行的时候就可以避免在这种隔离安全的保护机制上花费过多的开销。</p><p>Web Assembly之所以是一种未来非常有潜力的技术，不仅仅得益于对Web的友好，接近机器码的字节码，多语言支持等等，这种沙盒技术也是很大的一个技术点。在Web Assembly之前还没有一种技术可以很好地普及和运用沙盒技术，例如JVM上有一些方案，但大多有些性能问题，或者不能完全保证安全，或者方案比较重。Web Assembly这种优秀的沙盒技术使得沙盒模式在以后的软件构造中可能被大规模使用，也就会实现更多的软件协作与分工，事实上比如现在对未受信任多应用环境要求比较高的环境如区块链就大多转型Web Assembly，而如Docker和Severless这种对虚拟环境要求比较高的环境也在逐步转向Web Assembly。</p><p><img loading="lazy" alt="img" src="/assets/images/verse-3604fc0feca3a40971cf71a64a6a61b6.png" width="1920" height="1079" class="img_ev3q"></p><p>Epic推出Verse language</p><p>回到《堡垒之夜》，Epic显然不可能让玩家使用Unreal Engine的C++或者blueprint开发的应用程序在《堡垒之夜》内存环境中运行，Unreal Engine目前也没有比较成熟的脚本编程语言方案，因此Epic需要开发一套新的脚本语言，这就是今年早些时候发布的Verse programming language。Epic为此挖来了Haskell的作者Simon Peyton Jones，以及之前收购的一个为Unreal Engine开发脚本语言的团队SkookumScript，据说还有写V8内核的作者。</p><p>关于Verse language本身，目前还没有太多信息，但是可以想象这个脚本语言的使命一是为《堡垒之夜》的创作提供一种安全的编程语言，而且可以想象这个脚本语言必然包含一定的沙盒机制，来保证安全性。</p><p>协作的第二个要求是互操作，互操作性的定义如下：</p><blockquote><p><strong>Interoperability</strong> is a characteristic of a product or system to work with other products or systems</p></blockquote><p>互操作通常是和标准相关的：</p><blockquote><p>If two or more systems use commondata formatsandcommunication protocolsand are capable of communicating with each other, they exhibit<em>syntactic interoperability</em>. XML and SQL are examples of common data formats and protocols.</p></blockquote><p>互操作和软件隔离通常是相互矛盾的，互操作表现为我希望更简单更方便地访问别人的数据或接口，而隔离则假设除我之外的代码都是不可信的，不要轻易地访问，或者系统会提供一些机制使这种访问的代价和难度增加。尤其在游戏这种实时的运行环境，这种代价和难度往往意味着性能问题。</p><p>Tim在2019年的演讲中大量提到了标准，为了实现多个独立应用程序之间的协作，那么必然要建立大量的标准，有了这些标准，互操作就变得简单，例如《堡垒之夜》现在的Creative模式实际上已经有了很多标准，比如一个物体怎么摆放在环境中，并可以被其他玩家交互，这都是可以由Device来定义的，这实际上就是一种形式的标准或者接口，后续基于Verse的代码只要遵循这些标准，则可以很轻易的与其他的环境进行交互。</p><p>对这两个问题，Reality World都有着不同的技术思考和方案。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="更轻量级的隔离技术">更轻量级的隔离技术<a href="#更轻量级的隔离技术" class="hash-link" aria-label="Direct link to 更轻量级的隔离技术" title="Direct link to 更轻量级的隔离技术">​</a></h3><p>尽管Web Assembly的隔离技术非常优异，但是它并没有改变程序本身的构造方式，即如果你的代码本身就不含破坏别人的恶意代码，那么其实你的开发过程与过去的方式并没有什么区别。而Reality World希望简化编程的开发，如本文后面编程方面的内容，我们还希望对编程的体系做出一些调整。因此我们会把各种问题放到一起考虑，而不是单纯一个一个地解决问题。例如软件的可组合性、模块化、编程复杂度的降低、互操作等等。</p><p>如后面的内容所知，我们还对应用程序的构造方法进行了调整，而不是仅仅把程序当作一个黑盒子来进行统一的隔离，例如传统的隔离技术大都是基于比较底层的编译惯例，如方法调用（Calling Convention）来设计隔离机制，这样使得不需要对用户的开发过程造成太大的影响。在Reality Create中，我们的每个组件的很多行为和构造过程是由运行时自动推导进行的，因此我们本身已经对用户的开发过程有一定的影响，这同时也意味着我们对程序的结构有着更多信息，因此我们可以在更上层的地方实现一些隔离机制，同时由于上层的机构包含对程序的更多的信息，因此会带来一些新的灵活性和能力。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性的本质是应用碎片化的问题">互操作性的本质是应用碎片化的问题<a href="#互操作性的本质是应用碎片化的问题" class="hash-link" aria-label="Direct link to 互操作性的本质是应用碎片化的问题" title="Direct link to 互操作性的本质是应用碎片化的问题">​</a></h3><p>互操作性这个概念，我跟大部分投资人解释基本上都是很难理解的，当然这里可能我对互操作性赋予了更多的意义。从程序机制上来讲，互操作性主要涉及两个独立的程序之间进行相互调用的能力，比如大部分语言都可以通过C接口实现相互调用，再往上一点，任何程序之间传递字符串然后内部进行格式解释，也仍然是能够进行通信的。实际上互联网的机制就是如此，OSI（Open systems Interconnection）的机制就是实现了任何计算机或者任意程序之间的字符串通信，从而解决了整个计算机网络互联的问题。</p><p>传统的软件世界通过一些标准来建立互操作的基础，例如HTML、XML、SQL、USD等等，比如Nvidia就基于USD构建了Omniverse，由于其对USD格式的良好支持，使得其可以兼容大部分的内容制作工具，就构建起一个以Omniverse为中心的内容和应用生态。</p><p>然而这种基于文本标准的方式仍然有一些缺陷，例如其数量是非常少的，通常必须等一个组织对一个标准有一定影响力之后才能形成实时上的标准，被更多的三方兼容和支持。想想现实世界，各个实体之间的交互和联系几乎是无所不在的，例如一个人在路边新开了一家饭店，路过的人随时可以进去吃饭，不会说还要先接一下饭店定义的一个接口。而程序是必须有严格的逻辑的，比如保证地址、参数和接口的一致性才能进行互操作，这给软件世界的互操作带来了一定的困难。我们应用程序开发的流程通常都是先定义内部数据结构，实现软件功能之后，再以一定的形式封装一些接口，并以某种方式公布出来，由感兴趣的三方去集成。然而实际上有大量的软件开发者是没有精力或者能力去提供这些接口的。想象一个场景：开发者A开发了某个应用给用户新增了一种新的健康类的数据信息，这个数据本来是属于用户的，这个时候用户想要用这个数据来实现另一个事情，TA想自己或者说让其他开发者B帮助开发一个应用来使用这些数据，这种情况下通常是做不到的，因为开发者A可能并没有太多动力去提供这个接口，因为TA可能要耗费很大的精力，除非平台提供一些这种非常便利的机制使得TA可以很轻易地暴露出来。</p><p>因此，Reality World的其中一个重要机制，就是要让一个开发者开发的应用，其定义的数据接口非常轻易地被其他开发者开发的应用访问，同时结合上面的沙盒技术保证这种数据访问的安全，这也就是为什么我们的沙盒技术不能只是在最底层实现。</p><p>其实更深刻一点理解，互操作问题其实是一个软件碎片化的问题。传统的软件开发都是先开发内部数据结构和数据存储，然后在必要的时候再把API包装使用某种形式的标准包装成外部接口，这样就造成碎片化，因为即使是针对同样的一类逻辑和数据，不同的应用程序或服务往往会定义不同的数据结构或处理逻辑，这就形成API的碎片化，使得相互之间非常难以协作。试想你可以在两个应用之间协商修改各自的API接口及定义，这是一对一的关系，或者说像支付宝这种平台性质的接口也是容易定义，这是一对多的关系，一对多的关系发展显然是缓慢的，必须让这个“一”有机会且需要时间发展壮大。如果我们希望一种更加高效，更加丰富的协作机制，那么显然我们需要多对多机制，这里面就要求我们对软件开发流程做一些调整。</p><p><img loading="lazy" alt="img" src="/assets/images/usd-1109031da5c391a7ac8194a67e234d38.png" width="1954" height="864" class="img_ev3q"></p><p>Pixar USD</p><p>要想实现这种机制，其实现有的很多技术可以给予很多启示。我们先看USD格式，尽管从表面看USD跟其他的标准类似只是一种数据格式或协议，但实际上它远远不止如此，它还是一种非常易于扩展的格式，它提供了一种plugin的机制使得开发者可以对格式做很多定制和增强功能，并且可以通过一个Schema定义来生成自己定义格式的解析代码，然后通过Plugin来调用自定义的格式解析和代码。这就好比它帮助你编写了文本格式的编解码，尽管看起来不过如此，看起来只是一种模板化的代码生成机制，但是当这种解析代码能够与逻辑高度融为一体的时候，事情的本质发生了一些变化，试想使用USD你的流程是这样：首先针对一种特定数据自定义一个Schema，然后调用USD的API帮助我们生成相关的解析代码，如果这段解析代码能够以某种机制被其他开发者拿到，那么TA的程序就能够轻松解析我们的API。当然如果你修改了Schema，仍然需要对方进行同步，但是这种流程本质上改变了我们的思路：过去我们是先定义内部做法，再与外界沟通，这就容易带来一些复杂度和碎片化；现在是我们先想着自己就是基于一种标准在开发，然后需要的时候就能够很方便地暴露出去，这里USD充当了一种协调的机制并为这种协调的机制提供了一些辅助功能。苹果的usdz格式以及英伟达的MDL都是基于USD的这种扩展能力来实现自定义的资源格式。</p><p>API碎片化的第二个例子是LLVM，本质上LLVM在编译器领域的创新主要做的是模块化，早期的编译器开发，各个前端都要分别集成各个后端，编译器开发的复杂度非常高，这里面其实就是多对多的问题，看似很简单，每个前端与每个后端分别调一调，但随之代码的管理和维护成本是很高的，有时候某些内部设计不一致就会导致大量的重复，这就是碎片化问题。由内而外的设计总是不可避免会导致碎片化，碎片化带来软件复杂度，管理和研发成本。当LLVM提供了一个统一的低层IR表述之后，编译器的复杂度大大降低，比如现在能够很轻易地开发一些DSL语言，因为你完全不需要操心后端，只需要把你的代码生成LLVM IR即可。</p><p>当然LLVM并没有提供类似USD那种生成格式的机制，那是因为LLVM只有一种IR，所以写成一种固定的格式即可，过去的编译流程基本上都比较简单、固定。但是随着现代深度学习编译器的进展，由于深度学习有着相对比较特定的数据表述，各个公司内部都有开发一些特定的编译流程，它是比一般的LLVM IR更上层的抽象，所以我们对多层级IR表述又有了需求，于是在LLVM的基础上又发展出MLIR，它允许开发者社区能够自定义IR。然而与USD的Schema非常相似的地方是，MLIR为了避免碎片化，使不同开发者自定义的IR之间能够更轻易的协作，它也提供了一种类似的代码生成机制，在MLIR中称为Dialect ，例如如下的Dialect定义：</p><div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">def Toy_Dialect : Dialect {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let summary = &quot;Toy IR Dialect&quot;; let description = [{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    This is a much longer description of the</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    Toy dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    ...</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}];</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  // The namespace of our dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let name = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// The C++ namespace that the dialect class // definition resides in.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let cppNamespace = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>生成的C++代码如下：</p><div class="language-cpp codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-cpp codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ToyDialect</span><span class="token plain"> </span><span class="token operator">:</span><span class="token plain"> </span><span class="token base-clause keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token base-clause"> mlir</span><span class="token base-clause double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token base-clause class-name">Dialect</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token operator">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">ToyDialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">MLIRContext </span><span class="token operator">*</span><span class="token plain">context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token operator">:</span><span class="token plain"> mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token function" style="color:rgb(80, 250, 123)">Dialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">TypeID</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token generic-function function" style="color:rgb(80, 250, 123)">get</span><span class="token generic-function generic class-name operator">&lt;</span><span class="token generic-function generic class-name">ToyDialect</span><span class="token generic-function generic class-name operator">&gt;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">static</span><span class="token plain"> llvm</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">StringRef </span><span class="token function" style="color:rgb(80, 250, 123)">getDialectNamespace</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">void</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样多种IR就可以能够被轻易组合使用，你可以选择社区各种丰富的模块进行组合，来生成特定的编译流程，所以MLIR又称作“生成编译器的编译器”。实际上，碎片化在工业界是一个很大的问题，每家公司在开发自己的软件的时候不会考虑那么多，觉得我只要投入研发资源把自己软件做好就行，但是真正在用户侧使用的时候，TA可能需要多个软件是可以相互协作的，甚至你的用户可能就是开发者，这个开发者可能希望不同的软件可以被更高效的集成和管理。LLVM的作者Chris Lattner最新的创业公司Modular实际上核心就是解决这个问题，他的新编程语言Mojo，除了一些语法层面的传统一点的东西，很多核心能力都是来源于底层的MLIR，其中MLIR跟Mojo有更深度的整合，使得Mojo具有很强的元编程能力。Modular的最核心的逻辑其实跟当年的LLVM类似，解决碎片化问题，当然Modular有很多现在软件的运营思路可能会形成更好的平台和生态，因此它是一家商业公司，不仅仅是一个开源项目。</p><p><img loading="lazy" alt="img" src="/assets/images/modular-ec183275c9c4d2f77583a82e8119e52f.png" width="2157" height="1113" class="img_ev3q"></p><p>Modular</p><p>上述的软件架构都为解决应用之间互操作及其碎片化提供了很好的思想，然而为了更好的软件协作，这些机制还不够。上述的软件都是比较偏底层的基础软件，而不是面向上层用户侧的，因此不需要考虑很多其他问题，比如性能和格式的进化。当进入到一个更上层的消费端应用，首先上述的方式在不同的模块之间交换的都是文本数据，如果你让一个实时的游戏内部的每一次互操作都需要编解码文本，这显然是会影响性能的；此外，应用层的需求更容易变化，即使平台提供了一种生成统一格式解析的代码及其发现的机制，但是怎么应对这些格式的更频繁地变化呢？为此，Reality World在这些方面做出了一些创新尝试。</p><p>结合前面讨论的沙盒技术、互操作、碎片化等等机制，Reality World希望能够通过一些创新探索，构建起一个更好的互操作平台，使得上面的应用之间可以更好地协作，它看起来像是基于OSI之上添加的一个互操作层，在这个互操作层中，应用程序操作的是来自其他应用的内存数据，就像你访问自己的内存数据一样简单，尽管这个数据可能来自于其他的服务器。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="新的应用程序构造方法">新的应用程序构造方法<a href="#新的应用程序构造方法" class="hash-link" aria-label="Direct link to 新的应用程序构造方法" title="Direct link to 新的应用程序构造方法">​</a></h2><p><img loading="lazy" alt="img" src="/assets/images/pl-01db64776749f259941139b1e0b0fd19.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World对程序的构造过程做了很多调整</p><p>我们程序员，终其一生可能都希望能够更好地理解程序到底是怎么运行的，这种理解不光能够让我们更高效地编写更健壮的代码，从而创造软件的价值，同时，编程的机制本身充满着无穷的魅力，因为它可能是人类有史以来能够表达人类大脑中复杂的思维和逻辑的最好的机制之一，它将人类对物理世界的理解及其形成的智慧转化为为人类服务的工具和力量，这是我们热爱编程的其中一些原因。</p><p>十多年来，对于编程，我一直有两种不一样的情感：</p><ul><li>我一直不喜欢面向对象编程的方式</li><li>我更喜欢开发能够用于构造软件的软件</li></ul><p>今天，Reality World的第二个核心关注点和基础就是在这两个方面做出了一些新的探索。世界上只有大约不到0.5%的人是会编写代码的，约3000万左右，所以数字化表达的潜力还远远没有被发挥出来。如果我们将这个数字提升到5亿~10亿，看看还有哪些变革需要发生，可能与你想象中不太一样，编程语言的语法本身可能并不是制约因素。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向对象的本质是隔离">面向对象的本质是隔离<a href="#面向对象的本质是隔离" class="hash-link" aria-label="Direct link to 面向对象的本质是隔离" title="Direct link to 面向对象的本质是隔离">​</a></h3><p>十多年工作经历，我写过C#、C、C++、Ruby、Lua、Rust等，以及最近一年多，我几乎看了所有能买到跟编程语言和编译等相关的书籍（后面会介绍）。在我写过的代码中，总有一种感觉，不管我看过多少设计模式或者架构相关的资料，我总是觉得很难写出那种逻辑结构特别清晰的架构和代码，因此编程体验像是总有一个什么东西，堵在我的心里。</p><p>我们现代的项目开发使用的编程语言，或多或少大部分是和面向对象相关的，尽管看起来面向对象的本质是让我们更好地封装各自比较独立的逻辑，使大规模软件组织起来更加轻松：你不需要关心其他对象的内部逻辑就可以轻易地和它们一起组合起来协作。</p><p>然而实际上并不是这样，大部分面向对象编程语言会让人（特别是初学者）误以为编程就应该这样，它是在模拟真实世界的运行机制。那为什么这么完美的模型却没有产生这么完美的体验呢？直到最近一年多对面向对象的更多理解（特别是Erlang）才体会到其中一些问题。</p><p>知乎 </p><p><a href="https://www.zhihu.com/people/16d0cb25df98c0c909e60b135a5800c5" target="_blank" rel="noopener noreferrer">@大宽宽</a></p><p> 有一篇回答：<a href="https://www.zhihu.com/question/29888990/answer/703226836" target="_blank" rel="noopener noreferrer">如何看待Erlang之父Joe Armstrong觉得OO编程很烂？</a>，其中引用到Erlang之父Joe Armstrong的一段采访：<a href="https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/" target="_blank" rel="noopener noreferrer">Ralph Johnson, Joe Armstrong on the State of OOP</a></p><blockquote><p>Alan Kay himself wrote this famous thing and said <strong>&quot;The notion of object oriented programming is completely</strong> <a href="https://www.zhihu.com/search?q=misunderstood&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">misunderstood</a><strong>. It&#x27;s not about objects and classes, it&#x27;s all about messages</strong>&quot;. He wrote that and he said that the initial <a href="https://www.zhihu.com/search?q=reaction&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">reaction</a> to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.</p></blockquote><p>Alan Kay认为OOP的核心是关于消息，但是这样说其实我个人觉得并不太好理解到本质，因为消息更像是OOP这种设计下的一种机制或结果，而不是OOP本身的定义。我觉得OOP的本质应该是隔离，只有做到真正的隔离，才能真正降低系统的复杂度，因为绝对的隔离使得你完全不需要也不能了解另一个物体内部的运作，你们只需要通过一些外在的属性进行交互，我们的开发也仅需要了解这些简单的外在属性。现代大部分编程语言更强调的是object和class，认为对象的核心是关于封装，这本身也没有错，封装的目的也一定是为了让别人不需要关注你的内部细节，但问题在于，很多面向对象编程语言忽略了隔离的意义，为了方便程序员更灵活直接地获取数据和方法，提供一些机制，使得一个对象可以很轻易地访问到另一个对象内部的、跟其内部运作相关的数据或方法，这些原本是需要绝对隔离的。这种设计就使得隔离失去了意义，尽管我们可以指定规范要求自己以对象为单位进行绝对隔离，但是大部分情况下，我们很难做到一个很好的设计，最后的结果是程序内部对象之间相互耦合太多，不管是管理、维护、理解起来都是花费很大的精力。</p><p><img loading="lazy" alt="img" src="/assets/images/Robert_Virding_and_Joe_Armstrong-82ddcf57cc160dd3b30ce80b0351bb6b.jpg" width="1155" height="697" class="img_ev3q"></p><p>Erlang之父Joe Armstrong（右）</p><p>Erlang就采用了一种不同的机制，它从语言体系上就不允许对象之间能够直接访问内部数据或方法，每个函数都分配为独立的线程，线程之间只能通过消息进行传递和联系，这样程序员就很难写出耦合比较深的代码，同时这种隔离对并行计算和分布式也带来了好处。所以Joe Armstrong说，根据Alan Kay的描述，Erlang可能是唯一真正面向对象的编程语言：</p><blockquote><p>Erlang has got all these things. It&#x27;s got isolation, it&#x27;s got polymorphism and it&#x27;s got pure messaging. From that point of view, we might say it&#x27;s the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are about</p></blockquote><p>再回过来看面向对象的核心为什么是隔离，是因为真正的隔离机制才能保证避免耦合，才能降低软件复杂度，因为一个大型的软件系统有无数的对象，如果对象之间存在耦合的可能，那维护起来将是非常不容易的。而当你只提供了强隔离的机制，不让程序员能够很方便地获取另一个对象的引用，剩下的结果就是对象之间只能通过消息通信了，这就是Erlang的整个架构设计，这也是为什么Erlang是真正的面向对象编程语言。也因此，消息更像是隔离机制带来的结果。</p><p>就像现实世界一样，微观的每个原子内部都有自己特定的结构，原子之间相互作用形成分子，进一步形成宏观物体，宏观物体通过内部分子结构形成特定的外在属性，但是其他物体与之交互从来不需要了解其中的内部结构，这就是面向对象的美好世界，然而传统的面向对象编程模式则为了便利为一个对象访问另一个对象的内部结构开了一个口子，这个口子不仅破坏了面向对象的编程思想和精髓，也失去了其带来的好处。</p><p>尽管Erlang看起来是一种完美的架构，然而消息通信是一种操作起来不太便利的方式，比如为了进一步解耦它通常是传递字符串消息，字符串需要编解码，带来了性能问题；而另一方面消息编程模型通常是异步的，使得对逻辑的流程管理失去了控制力。Reality World在这两个方面都做了一些创新尝试，使得开发者既可以像传统的局部变量一样去方面其它对象的数据，又可以像Erlang一样拥有绝对的隔离，这种隔离带来编程复杂度上的减少，降低编程门槛。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="程序结构的复杂性">程序结构的复杂性<a href="#程序结构的复杂性" class="hash-link" aria-label="Direct link to 程序结构的复杂性" title="Direct link to 程序结构的复杂性">​</a></h3><p>对于编程语言本身而言，当前有很多Scratch编程平台，对于一个简单的任务：即只有少量输入和输出，且通常只有一个或少数几个函数的任务，大部分有一些基本逻辑和算术计算能力的人是可以在很短时间内学会的。这说明，单纯的逻辑计算并不复杂。</p><p>然而，真正的软件规模是非常大的，它往往是由众多的开发人员（这些开发人员甚至可能在地理位置上完全隔离）开发的几十甚至上百万行代码的组合，这种规模的软件程序显然不可能仅由简单的变量和函数构成，那样的话我们将很难管理错综交织、复杂的数据和函数引用。在《计算机程序的构造和解释》一书中指出，编程模型本质上要解决的是大规模软件构造的问题，不管是函数式编程还是面向对象编程模型。</p><p>为此，编程语言的设计者在数据和方法的基础上，添加了大量的抽象机制，例如类型、数据结构、继承、多态、重载、接口等等。这些机制的目标是要形成各种抽象，使得其他人员可以不需要关心一些实现细节，只需要关心与之交互的部分，即接口；当然除此之外，这种抽象也是帮助开发人员自身从逻辑上更好地管理自己所编写的众多代码。</p><p>然而正是这些为了帮助人们管理大规模软件构造的机制，提升了编程的门槛，例如非程序员肯定可以很快理解类和对象的概念，但是理解虚函数和多态就是另外一回事了。尽管这些机制的添加看起来是理所当然的，但是稍微深入理解一下编程语言的编译过程可以发现，这些机制通常是跟底层的编译机制相关的，而现代的编译流程又几乎是与底层的硬件架构有关的。例如继承的机制和限制，使得编译器可以计算正确的函数地址，例如你必须要从一堆复杂的代码中拿到一个对象的引用（这使得你不得不把多个代码文件交织在一起）才能正确地访问相应的方法，这使得程序几乎总是充满复杂的引用关系，尽管这看起来像是必须的，例如为了保证安全性，但某种程度上也是因为编译器必须要这样才能获得正确的对象地址，从而访问其中的数据和方法。但是如果仅仅是为了保证安全性，我们可以有很多机制，不是说我一定要每次亲自到一个店买到的东西才是绝对安全的，如果一个快递员本身是某种机制能够保证安全的，我就可以不用亲自去店里就可以获取到我想要的数据，这个时候我要关注的只是什么东西（数据类型），而不是实际物理地址（对象引用）。</p><p>从上面的分析，我们可以将程序的整个结构分为两个部分：其一是单个函数或者单个对象本身的相对比较简单的逻辑，其中可能仅仅涉及最基本的算术和逻辑计算；而另一部分则是为了帮助计算机编译系统（可能也是帮助程序员理解）构造大规模软件提供的一些信息。</p><p><img loading="lazy" alt="img" src="/assets/images/create-83a4808a18d663f143cd67c47dccbd84.png" width="2546" height="1427" class="img_ev3q"></p><p>Reality World在程序结构方面的目标，就是要提供一种系统架构，使得这种程序结构组织的复杂性被隐藏在编译系统和运行时内部，这样开发者就只需要关注最基本的逻辑和算术计算。我们通过提供一些额外的信息来使得运行时系统可以动态推导出一些构成大规模程序需要的结构。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化的数据管理">去中心化的数据管理<a href="#去中心化的数据管理" class="hash-link" aria-label="Direct link to 去中心化的数据管理" title="Direct link to 去中心化的数据管理">​</a></h3><p>除了编程语言语法和程序结构之外，还有一个通常容易忽略的问题，或者说因为目前编程的大部分都是专业程序员，这个问题看起来理所当然。那就是关于数据管理。数据管理是一个非常重要的问题，因为它既关乎程序的复杂度，又关乎前面提到的互操作性。</p><p>在应用开发中，开发者既需要编写逻辑代码，还需要处理数据管理：数据在什么时候初始化，在那个代码逻辑处初始化，从哪里获取数据进行初始化，对象被修改了怎样保存数据等等，甚至包括为了考虑缓存性能所做出的一些处理，这些工作是非常繁琐的。除此之外，开发者几乎总是还要关心存储，除非是仅存储在本地，否则还需要设置服务器存储和获取一些数据。这些工作对于普通的用户开发应用程序而言都是比较困难的事情。</p><p><img loading="lazy" alt="img" src="/assets/images/graphql-b82a89e1f03ad72a5c43b193911c69a7.png" width="1610" height="399" class="img_ev3q"></p><p>GrapQL</p><p>所以结合上述的程序结构化的自动管理，一种好的策略是程序的数据也可以自动管理，这样就使开发者仅关注一个个独立的基本逻辑和流程，所有涉及到或者说只是编译器或编译系统需要的管理都应该尽可能交给运行时。GraphQL在这方面做出了一些比较好的尝试，开发者只需要告知一个想要的数据类型，就可以很方便的获取到对应的数据，而将这些数据背后的复杂逻辑隐藏起来。</p><p>除了数据本身的管理，数据还涉及到互操作性的问题，用户希望自己一个应用的数据可以被其他应用方便地访问，这些机制都是和数据的管理过程及其设计息息相关的。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="为ai而生的应用程序构造方法">为AI而生的应用程序构造方法<a href="#为ai而生的应用程序构造方法" class="hash-link" aria-label="Direct link to 为AI而生的应用程序构造方法" title="Direct link to 为AI而生的应用程序构造方法">​</a></h2><p><img loading="lazy" alt="img" src="/assets/images/5-25bf33bec4ab499cbb1f75fe4af6dc4e.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World的程序结构与文本合成是类似的</p><p>ChatGPT席卷了整个世界，或者至少是科技圈，不管是从资本，国企，民企，程序员个人等等都是受到很大的影响，当然也有像我们小孩的妈妈，以及他妈妈的朋友，目前还不太了解ChatGPT是干什么的。</p><p>我于2022年4.30日从华为离职并开始研究和设计Reality World的架构，那个时候的热点还是元宇宙。那个时候，由于没有现在大模型的这种能力，我们当然也没有主要去思考AI方面的，但是从我们自己的设计思路上，我和我们公司的2号员工，在2020年的时候就思考和讨论将来怎样让AI写代码，当然我们说的不是现在这种基于大模型来生成文本的方式生成代码。</p><p>但大模型确实加速了我们的一些想法。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="软件复用与可组合性">软件复用与可组合性<a href="#软件复用与可组合性" class="hash-link" aria-label="Direct link to 软件复用与可组合性" title="Direct link to 软件复用与可组合性">​</a></h3><p>我们起初的目标是让普通人可以编写代码并构造一个完整的应用程序。这也是我们前面第3部分讨论的内容。然而比较巧合和惊讶的是，至少从我们的设计思路上看：<strong>让普通人会编写代码与让AI编写代码的逻辑是类似的。</strong></p><p>逻辑和流程，本质上都是可以用语言表述的，因此我们人类的任何信息与智慧，当然也可以使用自然语言进行描述。然而语言文字是一种面向人类的信息载体，它是为了便于人类之间进行信息交流而设计的，所以它可能不那么严谨，甚至没有太多结构性，人们之间需要信息编解码，编解码的效率和能力可能差异都非常巨大。而程序，则是在自然语言基础之上加入更多的结构性，它在表述和记载逻辑的同时，可以直接与计算机和其他程序进行沟通，这就使得人类大脑中的逻辑不光可以用于人与人之间的信息交流，还可以更直接地转化为生产力。</p><p>然而要让AI能够生成代码，这件事情肯定是非常复杂的，当然由于ChatGPT的出现相信现在大部分程序员都能够感受到AI的代码生成能力，有些人比较坚信AI能够代替程序员生成程序，有些人则悲观一些，至少在短期内。</p><p>这里暂且不争论AI到底能不能或者什么时候替代程序员，我们回到问题本身。传统的文本合成，计算的是文字与文字之间，句子与句子之间的组合概率，这里有两个事情值得注意：第一是任何字之间都可以组合，所以ChatGPT总是可以给我们答案，哪怕其中的句子组合和逻辑是完全错误的；第二是一般常用于表述正确语法和语义的哪些文字信息是非常多的，也就是说ChatGPT理解我们一般的比较大众化的语义是很容易做到的。</p><p>计算机程序在这两个层面都与一般的文本知识信息不同：首先两段代码是不能简单合成的，两个代码之间在单纯地像两段文字放在一起之外，还需要处理参数的数量，参数的名称，类型，变量从哪里获取，API从哪里获取等等，这远远超出简单文字合成的范围。你可以合成一个文本组合的源代码结果，但是其中的逻辑可能完全是错误的，函数是不存在的，参数是错误的。因此目前来讲，大部分AI还是用于辅助比较局部、独立的代码生成，检查，提示等等，距离构造复杂一点的逻辑显然还缺乏一些基础。当然这并不妨碍它现在就可以作为一个不错的助手。</p><p>我们在Reality World的设计过程中，为了要让普遍用户可以构造程序，将程序的整个构造过程做了多处调整，从类型定义，数据初始化和管理，互操作性，程序结构的推演，线程隔离等等。其中还有一个重要的方面就是组合性，这种组合性使得两个相关的组件，不需要用户手动添加任何参数或者输入输出的设置，就可以正确地构造程序，例如如下的这段复杂的逻辑，整个Graph的节点是不需要用户连接的，全部是自动生成。</p><p><img loading="lazy" alt="img" src="/assets/images/4-c18cbdad8df763f282adf9e615337ed8.jpg" width="3356" height="2096" class="img_ev3q"></p><p>整个程序的连接关系是自动推导的</p><p>这样的组合性看起来是不可思议的，这里我不会讨论具体的实现方式，但是可以这样想象一下：编译器对于一个程序的所有源代码，本来就是首先当成一个个独立的模块进行编译的，只不过编译器除了编译每个指令本身，还使用一些符号表记载了所有外部模块引用的关系和地址，然后在链接阶段将这些地址修改为最终的绝对地址。从这里可以看到，程序的结构是有可能以更底层的方式去完成，而不是把这部分交给程序员。</p><p>这样的组合能力，使得程序的构造过程变成了单纯的合成，没错，这个合成的方式跟文本合成是非常相似的：它们仅仅是放到一起，不需要指定额外的程序结构信息，例如参数，变量，函数地址等等。这样我们就有机会让AI去生成程序，这里AI只需要从一般的文字意义上去理解组件的语义，并给出组件合成序列，而底层的运行时引擎将这些序列转化为真正的程序。</p><p>与直接ChatGPT构造程序代码不同的是，这里的代码一旦被构造，就是正确的，可以运行的，而不需要人去检查其中可能存在的程序逻辑的错误。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向ai的编程系统">面向AI的编程系统<a href="#面向ai的编程系统" class="hash-link" aria-label="Direct link to 面向AI的编程系统" title="Direct link to 面向AI的编程系统">​</a></h3><p>显然，与直接让AI构造复杂的程序逻辑相比，更好的使用方式可能是AutoGPT或者OpenAI的插件系统，在这种架构中，AI更多是负责比较通用的一些语义理解，然后把具体的一些与领域系统的交互交给专门的插件去解决。</p><p>然而在OpenAI的Plugin系统中，每个Plugin是一个特定的应用，尽管这种描述好的调用逻辑使得ChatGPT可以正确地调用各个应用软件的接口，但如果你的使用本身是要在多个plugin之间建立一些比较复杂的逻辑和流程，或者说我们想构造任意的应用程序，把每个plugin接口当作组件，这就又会回到让AI编写逻辑代码的问题。</p><p>相对于这种Plugin系统，Reality World提供的不是一个单个plugin，而是一种通用编程能力，它可以理解为是一种面向AI的编程系统，因为AI发出的文本序列，会被Reality World当作输入，然后按照程序构造的逻辑去检索相应的组件并组合构造，这样的程序要么是构造不出来的，要么就是至少能够成功运行的，而剩下的正确性问题就取决于组件描述的准确性和AI对语义的理解了。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="拥抱rust">拥抱Rust<a href="#拥抱rust" class="hash-link" aria-label="Direct link to 拥抱Rust" title="Direct link to 拥抱Rust">​</a></h2><p>我原本以为的开发周期还是会比较长的，毕竟设计的系统设计还是非常复杂的。早先我使用的是C++/C进行开发，进行了一些简单的语言包装和编译流程定制。因为我们2号员工一直是Rust爱好者，一直在鼓动我使用Rust，虽然之前看过Rust的一些介绍，但是感觉还是没有特别的动力去完全切换到Rust。</p><p>后来因为某些原因最终还是选择使用Rust进行开发，开始也是有些不习惯，但是在逐步学习和使用过程中感受到了Rust的好处，这里给大家分享和推荐一下。</p><p>Rust对我而言最大的好处和体验是，迭代速度比较快，这符合我现在的需求。只要代码编译通过，几乎不会花时间去排查一些比较诡异，甚至需要小心翼翼地断步调试才能发现问题的bug，一般有bug就基本上大部分还是逻辑问题，而且Rust编译器可以比较精准地告诉你问题的位置，基本上一看提示就知道该怎么改代码了。</p><p>当然缺点主要是大家讨论比较多的限制了，你得很小心翼翼地设计整个程序的架构，如果像传统C++那样到处是相互引用显然几乎肯定是你完全没法通过编译器，你得设计好整个程序对象的结构，这里推荐Bevy引擎就是非常好的架构，这样的架构几乎能解决大部分相互引用的问题。</p><p>第二个比较大的问题是多次引用和借用的问题了，这个问题相对好解决一点，首先架构好会少掉很多这种问题；其次对于局部的一些方法，实在是不可避免的，万能大法就是复制数据就好，这个也不需要完全回避，毕竟在C++中也经常会存在对象复制；再有稍微复杂一点就是使用move，先将数据move出来，然后进行操作之后再填回去，如果你能保证没有并发问题，这种思路也是一种方法。</p><p>最后，关于有些人会觉得，像Rust这样强迫开发者过早关注架构会影响快速迭代。这一点我不是很赞同，因为任何一个项目，快速迭代也是要正确运行的，而且如果项目本身思考着足够多，或者项目最终肯定是要上线使用的，我觉得慢一点一边迭代一边就把代码架构写的更好，也许最终是一件更好的事情。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="我这一年的创作过程">我这一年的创作过程<a href="#我这一年的创作过程" class="hash-link" aria-label="Direct link to 我这一年的创作过程" title="Direct link to 我这一年的创作过程">​</a></h2><p>我从2022年4.30日从华为离职，几乎整整一年时间全部都在思考整个系统的设计，以及后期的开发。刚开始2个月，思路还不是特别清晰，只是在不停、疯狂地看书，我几乎把所有能买到的中文跟编程语言和编译相关的书都看了一面。当然我不会逐字逐句慢慢看，都是飞快地浏览，并且脑袋中高速运转着，随时都想着我脑袋中的哪些问题怎么解决，这样带着问题看书的好处是，只要知识之间有一点的相关性，就能够非常敏锐地捕捉并关联上，然后再对这块知识进行深入学习，最终可以跳出单纯的知识本身去应用这些知识，甚至将一种知识的思维用来解决另一个问题。</p><p>整个一年中，我阅读了超过50本相关的书籍，并且大部分比较相关的知识都是反复阅读的。</p><p>早期我习惯使用iPhone的备忘录app记录一些想法，这种方式比较方便，任何时候想到一点东西就可以记下来，很多时候晚上半夜都会起来记录，确实有些东西很快就是可以忘记的。后来体系比较完整的时候我逐步将这些信息整理到Markdown中，并逐步积累，现在整个系统的设计和思考已经超过22万字，整整400多页，里面包含了非常多的技术理解和思考。等适当的时候我会将这些内容整理成图书出版。</p><p>豆瓣上我列了个top 10的图书榜单，编程相关的是：《编译原理》、《Erlang程序设计（第2版）》、《编程语言实现模式》、《游戏机制》、《链接器与加载器》、《Data-oriented design》、《函数式编程思维》、《凤凰架构》。</p><p>除了图书，一些技术架构对我影响比较大的是：Erlang、USD、LLVM、MLIR、ECS、Web Assembly、Machinations、《堡垒之夜》、Snapchat、Bevy等等。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于商业模式">关于商业模式<a href="#关于商业模式" class="hash-link" aria-label="Direct link to 关于商业模式" title="Direct link to 关于商业模式">​</a></h2><p>可能很多朋友会关心你的商业模式是什么，这里我不想讨论这个问题，目前只跟投资人之间才会讨论这个问题，我当然有很多思考，但是在缺乏很多背景下，我觉得现在在公众场合讨论还是太早。当然我不会介意大家讨论。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="参与reality-world开发">参与Reality World开发<a href="#参与reality-world开发" class="hash-link" aria-label="Direct link to 参与Reality World开发" title="Direct link to 参与Reality World开发">​</a></h2><p>毫无疑问，Reality World涉及到很多技术思维，甚至包含一些创新尝试，我相信参与这个项目本身肯定会学到很多知识。但现阶段还不能正式公布，我们预计会在6个月左右，在内部迭代一些版本再正式公布，所以在这个阶段我也不会在公众场合讨论太多具体的技术细节。因为在中国做这种事情是非常不容易的，网络上会有各种各样的声音，我不希望受这种干扰，为了把这件事情做成，需要一颗安静的心。</p><p>如果你对Reality World感兴趣，你可以联系我，私人之间有时候我会讨论一些技术。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于融资">关于融资<a href="#关于融资" class="hash-link" aria-label="Direct link to 关于融资" title="Direct link to 关于融资">​</a></h2><p>坦白说，到目前为止，我还没有拿到任何投资，曾经有非常顶级的资本聊了很久，合伙人也非常认可这个项目的价值，但到现在还没有谈定。在早期，我肯定犯了很多错误，例如对项目的规划，估值预期，甚至表达等等都还是存在一些问题，当然也是一种成长；此外去年又遇到疫情，还有，你懂的，今年的ChatGPT...</p><p>总之，后续的开发肯定还是需要团队和资本，我一个人很难这样一直持续下午，欢迎各位感兴趣的资本、开发者甚至加油助威的朋友与我联系。</p><p>微信：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="后记">后记<a href="#后记" class="hash-link" aria-label="Direct link to 后记" title="Direct link to 后记">​</a></h2><p>在这一年过程中，我跟很多不同的朋友有过很多交流，很多朋友都在鼓励和支持，希望，最终不会辜负你们！</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li></ul></div></footer></article><nav class="pagination-nav" aria-label="Blog list page navigation"></nav></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div 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href="/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a aria-current="page" class="sidebarItemLink_mo7H sidebarItemLinkActive_I1ZP" href="/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><article itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。"><link itemprop="image" href="https://realityworld.com/img/blog/2.jpg"><header><h1 class="title_f1Hy" itemprop="headline">对未来数字世界和软件构造的思考</h1><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">August 26, 2021</time> · <!-- -->80 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div id="__blog-post-container" class="markdown" itemprop="articleBody"><p><img loading="lazy" src="/assets/images/2-ea7a0b77be7f3ea877430d34be6a9c33.jpg" width="3360" height="2100" class="img_ev3q"></p><p>经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。</p><p>可能有一些朋友关注过我这一年一直在折腾的Reality World创业的事情，然而很遗憾的是一直没有分享太多关于它的信息。一来是因为它所涉及的技术有比较多的创新尝试，在还没有真正的技术开发实践之前容易引起比较多的争议；二来是因为去年得到了一些大资本极大的兴趣，因此我想着一鼓作气等拿到投资之后再公布一些信息。当然因为各种原因到现在也还没有谈定投资，所以近几个月我就将全部精力用于开发了。经过几个月的艰苦奋战，今天终于有机会可以给大家分享一些我的想法，以及这一年的探索过程。当然Reality World还处于非常早期和原型的阶段，我预计还会再迭代几个版本到v0.5.0左右才会开始正式公布或者内测，所以这里我也不会涉及太多技术细节，但是我可以分享我们想解决什么问题，以及为什么要解决这些问题，并大概说明一些思路，这样大家应该能够初步了解Reality World是什么，同时我觉得，对这些问题的思考其实是非常有价值的部分。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world不是什么">Reality World不是什么？<a href="#reality-world不是什么" class="hash-link" aria-label="Direct link to Reality World不是什么？" title="Direct link to Reality World不是什么？">​</a></h2><p>由于我过去的工作经验和背景，以及Reality Create也包含的3D支持，在我与投资人或者其他朋友交流的过程中，大家普遍的印象是这是一个新的游戏引擎，所以大家的思路就是你跟Unity，Unreal Engine以及甚至包括国内近几年也有很多游戏引擎创业的一些区别或者说竞争关系，而会忽视我们技术上反而是更加核心和创新的部分，所以这个误区的澄清非常重要：</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-create的核心不是一个游戏引擎">Reality Create的核心不是一个游戏引擎！<a href="#reality-create的核心不是一个游戏引擎" class="hash-link" aria-label="Direct link to Reality Create的核心不是一个游戏引擎！" title="Direct link to Reality Create的核心不是一个游戏引擎！">​</a></h3><p>虽然我本人多年的工作经验和背景都是与游戏引擎和渲染相关，同时现代游戏引擎工业的技术也在不断发展，但是我一直觉得制约用户随心所欲表达内容和逻辑的部分主要还是编程语言及其程序运行的机制，而游戏引擎架构和流程本身虽然也很复杂，但这部分都是相对比较确定的，例如除了编程部分，一些美术甚至策划也是能够比较好的使用引擎的一些相关功能，但是与之相反的是，逻辑的表达和编程通常还是需要专门的程序员。虽然一些特定类型的游戏系统可以通过数据驱动或者配置的形式部分实现非程序员的逻辑组织，但这样的架构还是很难做到通用，显然数字世界还有着非常多的各式各样的需求，这些需求需要一些通用的逻辑表达能力。</p><p>所以Reality World的核心是一套运行时，可以部分理解为一个虚拟机，但是与传统单纯解释源代码的编程语言的虚拟机相比，它包含一些源代码解释翻译之外的功能，例如权限验证、沙盒安全与互操作、分布式内容分发与同步、组件的依赖管理和动态加载等等，因此可以理解为Reality World是一个像区块链类似的分布式系统；同时，即使是在源代码的翻译解释部分，Reality World也有着很多区别于传统动态语言虚拟机解释的流程和架构。</p><p>基于这套运行时环境，我们会构建3D引擎的能力以使用户可以开发3D应用程序，但这部分技术跟传统的游戏引擎使用的技术不会有太大差异，当然因为运行时环境不同，与之相关的3D引擎的架构和流程肯定会有一些变化，所以我预期将来Reality Create的流程应该是可以有一些不同的创新体验的。</p><p>除了3D渲染，Reality Create的计划也可以开发2D应用程序，所以我们是用一种统一的编程语言和运行时环境，来统一3D和传统2D应用程序的开发。所以它确切的定位应该是一个基于分布式的、通用的应用构造和开发平台，而不单纯是一个游戏引擎。</p><p>与之相关的是，</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world当然也不是元宇宙项目">Reality World当然也不是元宇宙项目<a href="#reality-world当然也不是元宇宙项目" class="hash-link" aria-label="Direct link to Reality World当然也不是元宇宙项目" title="Direct link to Reality World当然也不是元宇宙项目">​</a></h3><p>不管怎么定义，至少目前的元宇宙大部分都是偏向于3D，然后期望人们有些更多沉浸式的虚拟生活。这在某种程度上说跟Reality World的理念甚至是相反的，从名字就可以看出，我选择Reality这个词，是希望我们能够引导用户更多关注现实，Reality World的目标是希望通过提供更简化、更具互操作性的一些编程体验，使更多的人能够随心所欲地表达TA对现实世界的理解，并将这些理解转化为可交互的数字的形式，与其他更多人分享，我觉得应用的开发和构造与文字、图片、视频以及其他信息载体一样，最大的价值仍然是表达人类大脑中最深刻的思考、智慧和逻辑。</p><p>实际上，我心里面对Reality World的最精准的描述是：</p><p><strong>A self-evolving interoperable system.</strong></p><p>或者：</p><p><strong>Interoperating with multi-applications in a modular and composable system.</strong></p><p>也许看了后面的一些介绍你能够大概理解上面两句话的含义</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="构建一个互操作的数字世界">构建一个互操作的数字世界<a href="#构建一个互操作的数字世界" class="hash-link" aria-label="Direct link to 构建一个互操作的数字世界" title="Direct link to 构建一个互操作的数字世界">​</a></h2><p><img loading="lazy" alt="img" src="/assets/images/3-2935ce82c46c3780bb9a6be5605f32ff.jpg" width="3356" height="2096" class="img_ev3q"></p><p>互操作是Reality World最核心的机制</p><p>我印象中，工业界和媒体开始真正讨论互操作性及其相关的一些论据，大部分都来源于Tim Sweeney的那篇演讲：<a href="https://link.zhihu.com/?target=https%3A//dl.acm.org/doi/10.1145/3306307.3339844" target="_blank" rel="noopener noreferrer">https://dl.acm.org/doi/10.1145/3306307.3339844</a></p><p>在某种程度上说，Reality World的目标跟Tim的一些描述和愿景是相似的，但也存在比较大的根本不同，我首先描述跟Tim演讲的一些关系和逻辑，然后再介绍我们的思考，通过这些问题就可以比较自然地理解Reality World的目标以及想解决的问题。</p><p>实际上我第一次看到这篇演讲是在去年7月左右，那个时候我的基本架构的构思已经初步完成，尤其是最核心也是最重要的一步基础已经设计好，当时看到这篇演讲感到很多共鸣，也是对自己的一种很大的激励，毕竟有对技术和行业都有非常经验和影响力的大佬也有类似的思考和行动。但从去年到现在，我们还是沿着我们早先的技术思路，基本上并没有去关注和参考太多Epic的东西，实际上我们从技术方案到目标都是有很多不同。</p><p>在技术层面，Tim认为这样的目标大概可能需要10年才能完成，但Epic会朝着这个目标逐步逼近。Epic的路线大概是几步：首先将一些偏社交或者玩家的非专业游戏开发者转移到《堡垒之夜》中，这部分开发者都在《堡垒之夜》的游戏内部而不是单独使用Unreal Engine去创作，这个模式其实类似Roblox的模式，它也是一种游戏引擎这种商业模式的转型：传统的游戏引擎只是一个单机的生成应用程序的软件，开发者开发的内容由自己去分发和运营，这样游戏引擎仅作为一个工具，它只参与程序的开发，而无法参与分发和运营，因此无法形成生态，所以尽管一些引擎有庞大的开发者数量和群体，但是这种数量并没有很有效的方式可以转化为生态。然而Roblox和《堡垒之夜》是一个分布式系统，你的内容必须分发到这个分布式系统中并由特定的客户端运行时环境来运行，而无法像单独的游戏引擎那样自行分发和运营，这样Roblox和《堡垒之夜》就可以参与整个内容的全部生命周期，这样就形成生态，其他的服务都可以通过这套分布式系统进行提供，而对用户的好处也是简化了内容的分发部署，以及更多便捷的集成服务，例如与其他玩家的互动。</p><p><img loading="lazy" alt="img" src="/assets/images/island-ed77d6189ea90804947341de732b2a5f.png" width="1932" height="1162" class="img_ev3q"></p><p>《堡垒之夜》Creative模式</p><p>为了要使用户在《堡垒之夜》中进行内容开发，就带来了两个问题：一是编程语言的问题，二是互操作性的问题。要在《堡垒之夜》中运行一个第三方开发者未受信任的代码，这是一个非常难的问题，这也涉及到Reality World要解决的第一个核心问题。</p><p>现在整个编程语言以及编译的体系架构，都是基于一个假设，即整个应用程序的所有源代码都被编译为一个单一的应用程序，这也即是编译和构造一个应用程序的主体可以认为是只有一个主体，即开发者，不管你背后是一个大团队或者大公司，最终编译发布应用程序的是一个特定的个人、部门或者组织。这样说有什么意思，这就意味着，整个应用程序的安全性由这个单独的主体负责，你需要解决软件的bug，检查所有可能的安全漏洞等等，保证软件最终运行是可靠的。而对于编程语言来讲，它不对软件的安全做任何假设：理论上，只要你拥有源代码，你就可以几乎访问整个应用程序内存中的数据，所以你必须确保你程序中的所有逻辑行为是正常的。如果所有代码都是由你自己公司的程序员编写的，这当然是天经地义的事情，如果你使用了第三方的开源代码或者闭源的二进制库，你必须由你自己去确保这些第三方的代码不会破坏你的软件运行。</p><p>这样天生就将每一个软件当作一个封闭、独立的环境，操作系统的内存分配和管理系统保证你的内存不会被其他进程的程序非法访问，这样软件就可以安全地运行，当然即使如此，你的程序当中涉及对外部数据读取的部分仍然可能导致内存安全问题。然而这种隔离是与我们现实世界的运行方式完全相反的，现实世界整个体系是基于协作和分工来实现文明发展的，计算机本来具有更强大的逻辑体系，然而实际上我们并没有在软件世界建立起比较简单地分工与协作机制。</p><p>现代软件变得越来越复杂，这种复杂的体系结构本来就希望能够借助更多的协作与分工的精神和思想来实现更大的复杂度和功能，这种协作的第一个要求是让未受信任的第三方代码可以在你的内存环境中执行代码。这也是《堡垒之夜》面临的第一个问题。按照现代编程语言的一些思路，一个源代码能够在一个内存环境中被执行，那表示其对应的主体知道和负责其中的安全问题，编程语言本身没有太多机制来解决这个问题。这又分为两种情况：静态语言和动态解释性脚本语言。对于动态而言而言，如lua，它们通常不能直接访问内存，开发者所能操作的都是封装在一定类型和对象中，现代大多数编程语言都按照类型进行寻址，也即是类型系统本身基本上可以保证程序的安全，如果你的源代码不知道一个对象的地址，你就不可能访问到它。然而实际现在大多数编程语言都提供静态变量或者全局常量之类的方式，这种方式使得内存环境中的其他代码可以获取到这些共享信息，从而对软件进行破坏。为了避免这种问题，Roblox就对Lua进行了改造，叫做Luau，比如通过禁止全局变量，以及禁止一些能够访问全局变量的库函数等等机制来实现一种沙盒安全，这样第三方开发者开发的代码就可以放心地在Roblox app中运行。</p><p><img loading="lazy" alt="img" src="/assets/images/luau-8dcd3e07aca728930025b827afc3d0d9.png" width="1446" height="486" class="img_ev3q"></p><p>如果第三方未受信任代码是二进制的机器码，这个问题就更严重了，因为机器码是可以访问内存地址和寄存器的，那可以造成的破坏是无法想象的。然而人们仍然希望能够实现类似分工协作的方式，这方面最具有代表性的例子就是浏览器，浏览器是一个非常复杂的软件，现代浏览器往往都可以支持第三方二进制的插件，来提供一些更高性能的增强功能，例如浏览器的字体渲染往往都是使用第三方字体渲染库。为了解决这种由于未受信任二进制代码导致的安全问题，人们提出一些软件隔离（software-based fault isolation，SFI）技术，相对应操作系统或硬件的内存隔离，SFI是用于构建包含未信任组件的安全系统的一种轻量级方法，能够用于减少由于内存安全bug导致的攻击，SFI通过严格将第三方未信任软件限制在自己的沙盒内存区域，来隔离这种内存安全导致的破坏。用例包括浏览器使用SFI来扩展第三方组件，例如经典的Native Client SFI syetem（NaCI）使用SFI来扩展第三方c库，使得浏览器可以使用如第三方的字体，音频，XML解析等库；在边缘计算节点与第三方未信任客户环境进行联合计算等等。</p><p>NaCI存在较大的运行时性能，因为它的机制一般对第三方代码不做太多要求，假设其按照一般的方法进行开发，然后仅仅在调用这些方法的时候为其分配独立的内存区域进行隔离，它基本上是用软件模拟操作系统的内存隔离机制，比如每次切换都需要保存大量的状态和寄存器地址等等。为了减少这种隔离导致的代价，Web Assembly就使用另一个思路，由于Web Assembly程序都会编译为Wasm文件，由Wasm虚拟机解释执行，而不是底层的二进制代码，所以Web Assembly有机会对程序进行一定的分析，通过基于Control-Flow Integrity (CFI)技术，Web Assembly的编译器可以检查出程序中哪些代码可能会对这种沙盒环境造成破坏，从而禁止这样的代码生成合法的Wasm程序，因此也就实现了沙盒安全。但是由于这种检查是在编译期，并对第三方程序的构造过程有一定的要求，因此在实际执行的时候就可以避免在这种隔离安全的保护机制上花费过多的开销。</p><p>Web Assembly之所以是一种未来非常有潜力的技术，不仅仅得益于对Web的友好，接近机器码的字节码，多语言支持等等，这种沙盒技术也是很大的一个技术点。在Web Assembly之前还没有一种技术可以很好地普及和运用沙盒技术，例如JVM上有一些方案，但大多有些性能问题，或者不能完全保证安全，或者方案比较重。Web Assembly这种优秀的沙盒技术使得沙盒模式在以后的软件构造中可能被大规模使用，也就会实现更多的软件协作与分工，事实上比如现在对未受信任多应用环境要求比较高的环境如区块链就大多转型Web Assembly，而如Docker和Severless这种对虚拟环境要求比较高的环境也在逐步转向Web Assembly。</p><p><img loading="lazy" alt="img" src="/assets/images/verse-3604fc0feca3a40971cf71a64a6a61b6.png" width="1920" height="1079" class="img_ev3q"></p><p>Epic推出Verse language</p><p>回到《堡垒之夜》，Epic显然不可能让玩家使用Unreal Engine的C++或者blueprint开发的应用程序在《堡垒之夜》内存环境中运行，Unreal Engine目前也没有比较成熟的脚本编程语言方案，因此Epic需要开发一套新的脚本语言，这就是今年早些时候发布的Verse programming language。Epic为此挖来了Haskell的作者Simon Peyton Jones，以及之前收购的一个为Unreal Engine开发脚本语言的团队SkookumScript，据说还有写V8内核的作者。</p><p>关于Verse language本身，目前还没有太多信息，但是可以想象这个脚本语言的使命一是为《堡垒之夜》的创作提供一种安全的编程语言，而且可以想象这个脚本语言必然包含一定的沙盒机制，来保证安全性。</p><p>协作的第二个要求是互操作，互操作性的定义如下：</p><blockquote><p><strong>Interoperability</strong> is a characteristic of a product or system to work with other products or systems</p></blockquote><p>互操作通常是和标准相关的：</p><blockquote><p>If two or more systems use commondata formatsandcommunication protocolsand are capable of communicating with each other, they exhibit<em>syntactic interoperability</em>. XML and SQL are examples of common data formats and protocols.</p></blockquote><p>互操作和软件隔离通常是相互矛盾的，互操作表现为我希望更简单更方便地访问别人的数据或接口，而隔离则假设除我之外的代码都是不可信的，不要轻易地访问，或者系统会提供一些机制使这种访问的代价和难度增加。尤其在游戏这种实时的运行环境，这种代价和难度往往意味着性能问题。</p><p>Tim在2019年的演讲中大量提到了标准，为了实现多个独立应用程序之间的协作，那么必然要建立大量的标准，有了这些标准，互操作就变得简单，例如《堡垒之夜》现在的Creative模式实际上已经有了很多标准，比如一个物体怎么摆放在环境中，并可以被其他玩家交互，这都是可以由Device来定义的，这实际上就是一种形式的标准或者接口，后续基于Verse的代码只要遵循这些标准，则可以很轻易的与其他的环境进行交互。</p><p>对这两个问题，Reality World都有着不同的技术思考和方案。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="更轻量级的隔离技术">更轻量级的隔离技术<a href="#更轻量级的隔离技术" class="hash-link" aria-label="Direct link to 更轻量级的隔离技术" title="Direct link to 更轻量级的隔离技术">​</a></h3><p>尽管Web Assembly的隔离技术非常优异，但是它并没有改变程序本身的构造方式，即如果你的代码本身就不含破坏别人的恶意代码，那么其实你的开发过程与过去的方式并没有什么区别。而Reality World希望简化编程的开发，如本文后面编程方面的内容，我们还希望对编程的体系做出一些调整。因此我们会把各种问题放到一起考虑，而不是单纯一个一个地解决问题。例如软件的可组合性、模块化、编程复杂度的降低、互操作等等。</p><p>如后面的内容所知，我们还对应用程序的构造方法进行了调整，而不是仅仅把程序当作一个黑盒子来进行统一的隔离，例如传统的隔离技术大都是基于比较底层的编译惯例，如方法调用（Calling Convention）来设计隔离机制，这样使得不需要对用户的开发过程造成太大的影响。在Reality Create中，我们的每个组件的很多行为和构造过程是由运行时自动推导进行的，因此我们本身已经对用户的开发过程有一定的影响，这同时也意味着我们对程序的结构有着更多信息，因此我们可以在更上层的地方实现一些隔离机制，同时由于上层的机构包含对程序的更多的信息，因此会带来一些新的灵活性和能力。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性的本质是应用碎片化的问题">互操作性的本质是应用碎片化的问题<a href="#互操作性的本质是应用碎片化的问题" class="hash-link" aria-label="Direct link to 互操作性的本质是应用碎片化的问题" title="Direct link to 互操作性的本质是应用碎片化的问题">​</a></h3><p>互操作性这个概念，我跟大部分投资人解释基本上都是很难理解的，当然这里可能我对互操作性赋予了更多的意义。从程序机制上来讲，互操作性主要涉及两个独立的程序之间进行相互调用的能力，比如大部分语言都可以通过C接口实现相互调用，再往上一点，任何程序之间传递字符串然后内部进行格式解释，也仍然是能够进行通信的。实际上互联网的机制就是如此，OSI（Open systems Interconnection）的机制就是实现了任何计算机或者任意程序之间的字符串通信，从而解决了整个计算机网络互联的问题。</p><p>传统的软件世界通过一些标准来建立互操作的基础，例如HTML、XML、SQL、USD等等，比如Nvidia就基于USD构建了Omniverse，由于其对USD格式的良好支持，使得其可以兼容大部分的内容制作工具，就构建起一个以Omniverse为中心的内容和应用生态。</p><p>然而这种基于文本标准的方式仍然有一些缺陷，例如其数量是非常少的，通常必须等一个组织对一个标准有一定影响力之后才能形成实时上的标准，被更多的三方兼容和支持。想想现实世界，各个实体之间的交互和联系几乎是无所不在的，例如一个人在路边新开了一家饭店，路过的人随时可以进去吃饭，不会说还要先接一下饭店定义的一个接口。而程序是必须有严格的逻辑的，比如保证地址、参数和接口的一致性才能进行互操作，这给软件世界的互操作带来了一定的困难。我们应用程序开发的流程通常都是先定义内部数据结构，实现软件功能之后，再以一定的形式封装一些接口，并以某种方式公布出来，由感兴趣的三方去集成。然而实际上有大量的软件开发者是没有精力或者能力去提供这些接口的。想象一个场景：开发者A开发了某个应用给用户新增了一种新的健康类的数据信息，这个数据本来是属于用户的，这个时候用户想要用这个数据来实现另一个事情，TA想自己或者说让其他开发者B帮助开发一个应用来使用这些数据，这种情况下通常是做不到的，因为开发者A可能并没有太多动力去提供这个接口，因为TA可能要耗费很大的精力，除非平台提供一些这种非常便利的机制使得TA可以很轻易地暴露出来。</p><p>因此，Reality World的其中一个重要机制，就是要让一个开发者开发的应用，其定义的数据接口非常轻易地被其他开发者开发的应用访问，同时结合上面的沙盒技术保证这种数据访问的安全，这也就是为什么我们的沙盒技术不能只是在最底层实现。</p><p>其实更深刻一点理解，互操作问题其实是一个软件碎片化的问题。传统的软件开发都是先开发内部数据结构和数据存储，然后在必要的时候再把API包装使用某种形式的标准包装成外部接口，这样就造成碎片化，因为即使是针对同样的一类逻辑和数据，不同的应用程序或服务往往会定义不同的数据结构或处理逻辑，这就形成API的碎片化，使得相互之间非常难以协作。试想你可以在两个应用之间协商修改各自的API接口及定义，这是一对一的关系，或者说像支付宝这种平台性质的接口也是容易定义，这是一对多的关系，一对多的关系发展显然是缓慢的，必须让这个“一”有机会且需要时间发展壮大。如果我们希望一种更加高效，更加丰富的协作机制，那么显然我们需要多对多机制，这里面就要求我们对软件开发流程做一些调整。</p><p><img loading="lazy" alt="img" src="/assets/images/usd-1109031da5c391a7ac8194a67e234d38.png" width="1954" height="864" class="img_ev3q"></p><p>Pixar USD</p><p>要想实现这种机制，其实现有的很多技术可以给予很多启示。我们先看USD格式，尽管从表面看USD跟其他的标准类似只是一种数据格式或协议，但实际上它远远不止如此，它还是一种非常易于扩展的格式，它提供了一种plugin的机制使得开发者可以对格式做很多定制和增强功能，并且可以通过一个Schema定义来生成自己定义格式的解析代码，然后通过Plugin来调用自定义的格式解析和代码。这就好比它帮助你编写了文本格式的编解码，尽管看起来不过如此，看起来只是一种模板化的代码生成机制，但是当这种解析代码能够与逻辑高度融为一体的时候，事情的本质发生了一些变化，试想使用USD你的流程是这样：首先针对一种特定数据自定义一个Schema，然后调用USD的API帮助我们生成相关的解析代码，如果这段解析代码能够以某种机制被其他开发者拿到，那么TA的程序就能够轻松解析我们的API。当然如果你修改了Schema，仍然需要对方进行同步，但是这种流程本质上改变了我们的思路：过去我们是先定义内部做法，再与外界沟通，这就容易带来一些复杂度和碎片化；现在是我们先想着自己就是基于一种标准在开发，然后需要的时候就能够很方便地暴露出去，这里USD充当了一种协调的机制并为这种协调的机制提供了一些辅助功能。苹果的usdz格式以及英伟达的MDL都是基于USD的这种扩展能力来实现自定义的资源格式。</p><p>API碎片化的第二个例子是LLVM，本质上LLVM在编译器领域的创新主要做的是模块化，早期的编译器开发，各个前端都要分别集成各个后端，编译器开发的复杂度非常高，这里面其实就是多对多的问题，看似很简单，每个前端与每个后端分别调一调，但随之代码的管理和维护成本是很高的，有时候某些内部设计不一致就会导致大量的重复，这就是碎片化问题。由内而外的设计总是不可避免会导致碎片化，碎片化带来软件复杂度，管理和研发成本。当LLVM提供了一个统一的低层IR表述之后，编译器的复杂度大大降低，比如现在能够很轻易地开发一些DSL语言，因为你完全不需要操心后端，只需要把你的代码生成LLVM IR即可。</p><p>当然LLVM并没有提供类似USD那种生成格式的机制，那是因为LLVM只有一种IR，所以写成一种固定的格式即可，过去的编译流程基本上都比较简单、固定。但是随着现代深度学习编译器的进展，由于深度学习有着相对比较特定的数据表述，各个公司内部都有开发一些特定的编译流程，它是比一般的LLVM IR更上层的抽象，所以我们对多层级IR表述又有了需求，于是在LLVM的基础上又发展出MLIR，它允许开发者社区能够自定义IR。然而与USD的Schema非常相似的地方是，MLIR为了避免碎片化，使不同开发者自定义的IR之间能够更轻易的协作，它也提供了一种类似的代码生成机制，在MLIR中称为Dialect ，例如如下的Dialect定义：</p><div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">def Toy_Dialect : Dialect {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let summary = &quot;Toy IR Dialect&quot;; let description = [{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    This is a much longer description of the</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    Toy dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    ...</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}];</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  // The namespace of our dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let name = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// The C++ namespace that the dialect class // definition resides in.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let cppNamespace = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>生成的C++代码如下：</p><div class="language-cpp codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-cpp codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ToyDialect</span><span class="token plain"> </span><span class="token operator">:</span><span class="token plain"> </span><span class="token base-clause keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token base-clause"> mlir</span><span class="token base-clause double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token base-clause class-name">Dialect</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token operator">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">ToyDialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">MLIRContext </span><span class="token operator">*</span><span class="token plain">context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token operator">:</span><span class="token plain"> mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token function" style="color:rgb(80, 250, 123)">Dialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">TypeID</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token generic-function function" style="color:rgb(80, 250, 123)">get</span><span class="token generic-function generic class-name operator">&lt;</span><span class="token generic-function generic class-name">ToyDialect</span><span class="token generic-function generic class-name operator">&gt;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">static</span><span class="token plain"> llvm</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">StringRef </span><span class="token function" style="color:rgb(80, 250, 123)">getDialectNamespace</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">void</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样多种IR就可以能够被轻易组合使用，你可以选择社区各种丰富的模块进行组合，来生成特定的编译流程，所以MLIR又称作“生成编译器的编译器”。实际上，碎片化在工业界是一个很大的问题，每家公司在开发自己的软件的时候不会考虑那么多，觉得我只要投入研发资源把自己软件做好就行，但是真正在用户侧使用的时候，TA可能需要多个软件是可以相互协作的，甚至你的用户可能就是开发者，这个开发者可能希望不同的软件可以被更高效的集成和管理。LLVM的作者Chris Lattner最新的创业公司Modular实际上核心就是解决这个问题，他的新编程语言Mojo，除了一些语法层面的传统一点的东西，很多核心能力都是来源于底层的MLIR，其中MLIR跟Mojo有更深度的整合，使得Mojo具有很强的元编程能力。Modular的最核心的逻辑其实跟当年的LLVM类似，解决碎片化问题，当然Modular有很多现在软件的运营思路可能会形成更好的平台和生态，因此它是一家商业公司，不仅仅是一个开源项目。</p><p><img loading="lazy" alt="img" src="/assets/images/modular-ec183275c9c4d2f77583a82e8119e52f.png" width="2157" height="1113" class="img_ev3q"></p><p>Modular</p><p>上述的软件架构都为解决应用之间互操作及其碎片化提供了很好的思想，然而为了更好的软件协作，这些机制还不够。上述的软件都是比较偏底层的基础软件，而不是面向上层用户侧的，因此不需要考虑很多其他问题，比如性能和格式的进化。当进入到一个更上层的消费端应用，首先上述的方式在不同的模块之间交换的都是文本数据，如果你让一个实时的游戏内部的每一次互操作都需要编解码文本，这显然是会影响性能的；此外，应用层的需求更容易变化，即使平台提供了一种生成统一格式解析的代码及其发现的机制，但是怎么应对这些格式的更频繁地变化呢？为此，Reality World在这些方面做出了一些创新尝试。</p><p>结合前面讨论的沙盒技术、互操作、碎片化等等机制，Reality World希望能够通过一些创新探索，构建起一个更好的互操作平台，使得上面的应用之间可以更好地协作，它看起来像是基于OSI之上添加的一个互操作层，在这个互操作层中，应用程序操作的是来自其他应用的内存数据，就像你访问自己的内存数据一样简单，尽管这个数据可能来自于其他的服务器。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="新的应用程序构造方法">新的应用程序构造方法<a href="#新的应用程序构造方法" class="hash-link" aria-label="Direct link to 新的应用程序构造方法" title="Direct link to 新的应用程序构造方法">​</a></h2><p><img loading="lazy" alt="img" src="/assets/images/pl-01db64776749f259941139b1e0b0fd19.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World对程序的构造过程做了很多调整</p><p>我们程序员，终其一生可能都希望能够更好地理解程序到底是怎么运行的，这种理解不光能够让我们更高效地编写更健壮的代码，从而创造软件的价值，同时，编程的机制本身充满着无穷的魅力，因为它可能是人类有史以来能够表达人类大脑中复杂的思维和逻辑的最好的机制之一，它将人类对物理世界的理解及其形成的智慧转化为为人类服务的工具和力量，这是我们热爱编程的其中一些原因。</p><p>十多年来，对于编程，我一直有两种不一样的情感：</p><ul><li>我一直不喜欢面向对象编程的方式</li><li>我更喜欢开发能够用于构造软件的软件</li></ul><p>今天，Reality World的第二个核心关注点和基础就是在这两个方面做出了一些新的探索。世界上只有大约不到0.5%的人是会编写代码的，约3000万左右，所以数字化表达的潜力还远远没有被发挥出来。如果我们将这个数字提升到5亿~10亿，看看还有哪些变革需要发生，可能与你想象中不太一样，编程语言的语法本身可能并不是制约因素。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向对象的本质是隔离">面向对象的本质是隔离<a href="#面向对象的本质是隔离" class="hash-link" aria-label="Direct link to 面向对象的本质是隔离" title="Direct link to 面向对象的本质是隔离">​</a></h3><p>十多年工作经历，我写过C#、C、C++、Ruby、Lua、Rust等，以及最近一年多，我几乎看了所有能买到跟编程语言和编译等相关的书籍（后面会介绍）。在我写过的代码中，总有一种感觉，不管我看过多少设计模式或者架构相关的资料，我总是觉得很难写出那种逻辑结构特别清晰的架构和代码，因此编程体验像是总有一个什么东西，堵在我的心里。</p><p>我们现代的项目开发使用的编程语言，或多或少大部分是和面向对象相关的，尽管看起来面向对象的本质是让我们更好地封装各自比较独立的逻辑，使大规模软件组织起来更加轻松：你不需要关心其他对象的内部逻辑就可以轻易地和它们一起组合起来协作。</p><p>然而实际上并不是这样，大部分面向对象编程语言会让人（特别是初学者）误以为编程就应该这样，它是在模拟真实世界的运行机制。那为什么这么完美的模型却没有产生这么完美的体验呢？直到最近一年多对面向对象的更多理解（特别是Erlang）才体会到其中一些问题。</p><p>知乎 </p><p><a href="https://www.zhihu.com/people/16d0cb25df98c0c909e60b135a5800c5" target="_blank" rel="noopener noreferrer">@大宽宽</a></p><p> 有一篇回答：<a href="https://www.zhihu.com/question/29888990/answer/703226836" target="_blank" rel="noopener noreferrer">如何看待Erlang之父Joe Armstrong觉得OO编程很烂？</a>，其中引用到Erlang之父Joe Armstrong的一段采访：<a href="https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/" target="_blank" rel="noopener noreferrer">Ralph Johnson, Joe Armstrong on the State of OOP</a></p><blockquote><p>Alan Kay himself wrote this famous thing and said <strong>&quot;The notion of object oriented programming is completely</strong> <a href="https://www.zhihu.com/search?q=misunderstood&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">misunderstood</a><strong>. It&#x27;s not about objects and classes, it&#x27;s all about messages</strong>&quot;. He wrote that and he said that the initial <a href="https://www.zhihu.com/search?q=reaction&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">reaction</a> to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.</p></blockquote><p>Alan Kay认为OOP的核心是关于消息，但是这样说其实我个人觉得并不太好理解到本质，因为消息更像是OOP这种设计下的一种机制或结果，而不是OOP本身的定义。我觉得OOP的本质应该是隔离，只有做到真正的隔离，才能真正降低系统的复杂度，因为绝对的隔离使得你完全不需要也不能了解另一个物体内部的运作，你们只需要通过一些外在的属性进行交互，我们的开发也仅需要了解这些简单的外在属性。现代大部分编程语言更强调的是object和class，认为对象的核心是关于封装，这本身也没有错，封装的目的也一定是为了让别人不需要关注你的内部细节，但问题在于，很多面向对象编程语言忽略了隔离的意义，为了方便程序员更灵活直接地获取数据和方法，提供一些机制，使得一个对象可以很轻易地访问到另一个对象内部的、跟其内部运作相关的数据或方法，这些原本是需要绝对隔离的。这种设计就使得隔离失去了意义，尽管我们可以指定规范要求自己以对象为单位进行绝对隔离，但是大部分情况下，我们很难做到一个很好的设计，最后的结果是程序内部对象之间相互耦合太多，不管是管理、维护、理解起来都是花费很大的精力。</p><p><img loading="lazy" alt="img" src="/assets/images/Robert_Virding_and_Joe_Armstrong-82ddcf57cc160dd3b30ce80b0351bb6b.jpg" width="1155" height="697" class="img_ev3q"></p><p>Erlang之父Joe Armstrong（右）</p><p>Erlang就采用了一种不同的机制，它从语言体系上就不允许对象之间能够直接访问内部数据或方法，每个函数都分配为独立的线程，线程之间只能通过消息进行传递和联系，这样程序员就很难写出耦合比较深的代码，同时这种隔离对并行计算和分布式也带来了好处。所以Joe Armstrong说，根据Alan Kay的描述，Erlang可能是唯一真正面向对象的编程语言：</p><blockquote><p>Erlang has got all these things. It&#x27;s got isolation, it&#x27;s got polymorphism and it&#x27;s got pure messaging. From that point of view, we might say it&#x27;s the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are about</p></blockquote><p>再回过来看面向对象的核心为什么是隔离，是因为真正的隔离机制才能保证避免耦合，才能降低软件复杂度，因为一个大型的软件系统有无数的对象，如果对象之间存在耦合的可能，那维护起来将是非常不容易的。而当你只提供了强隔离的机制，不让程序员能够很方便地获取另一个对象的引用，剩下的结果就是对象之间只能通过消息通信了，这就是Erlang的整个架构设计，这也是为什么Erlang是真正的面向对象编程语言。也因此，消息更像是隔离机制带来的结果。</p><p>就像现实世界一样，微观的每个原子内部都有自己特定的结构，原子之间相互作用形成分子，进一步形成宏观物体，宏观物体通过内部分子结构形成特定的外在属性，但是其他物体与之交互从来不需要了解其中的内部结构，这就是面向对象的美好世界，然而传统的面向对象编程模式则为了便利为一个对象访问另一个对象的内部结构开了一个口子，这个口子不仅破坏了面向对象的编程思想和精髓，也失去了其带来的好处。</p><p>尽管Erlang看起来是一种完美的架构，然而消息通信是一种操作起来不太便利的方式，比如为了进一步解耦它通常是传递字符串消息，字符串需要编解码，带来了性能问题；而另一方面消息编程模型通常是异步的，使得对逻辑的流程管理失去了控制力。Reality World在这两个方面都做了一些创新尝试，使得开发者既可以像传统的局部变量一样去方面其它对象的数据，又可以像Erlang一样拥有绝对的隔离，这种隔离带来编程复杂度上的减少，降低编程门槛。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="程序结构的复杂性">程序结构的复杂性<a href="#程序结构的复杂性" class="hash-link" aria-label="Direct link to 程序结构的复杂性" title="Direct link to 程序结构的复杂性">​</a></h3><p>对于编程语言本身而言，当前有很多Scratch编程平台，对于一个简单的任务：即只有少量输入和输出，且通常只有一个或少数几个函数的任务，大部分有一些基本逻辑和算术计算能力的人是可以在很短时间内学会的。这说明，单纯的逻辑计算并不复杂。</p><p>然而，真正的软件规模是非常大的，它往往是由众多的开发人员（这些开发人员甚至可能在地理位置上完全隔离）开发的几十甚至上百万行代码的组合，这种规模的软件程序显然不可能仅由简单的变量和函数构成，那样的话我们将很难管理错综交织、复杂的数据和函数引用。在《计算机程序的构造和解释》一书中指出，编程模型本质上要解决的是大规模软件构造的问题，不管是函数式编程还是面向对象编程模型。</p><p>为此，编程语言的设计者在数据和方法的基础上，添加了大量的抽象机制，例如类型、数据结构、继承、多态、重载、接口等等。这些机制的目标是要形成各种抽象，使得其他人员可以不需要关心一些实现细节，只需要关心与之交互的部分，即接口；当然除此之外，这种抽象也是帮助开发人员自身从逻辑上更好地管理自己所编写的众多代码。</p><p>然而正是这些为了帮助人们管理大规模软件构造的机制，提升了编程的门槛，例如非程序员肯定可以很快理解类和对象的概念，但是理解虚函数和多态就是另外一回事了。尽管这些机制的添加看起来是理所当然的，但是稍微深入理解一下编程语言的编译过程可以发现，这些机制通常是跟底层的编译机制相关的，而现代的编译流程又几乎是与底层的硬件架构有关的。例如继承的机制和限制，使得编译器可以计算正确的函数地址，例如你必须要从一堆复杂的代码中拿到一个对象的引用（这使得你不得不把多个代码文件交织在一起）才能正确地访问相应的方法，这使得程序几乎总是充满复杂的引用关系，尽管这看起来像是必须的，例如为了保证安全性，但某种程度上也是因为编译器必须要这样才能获得正确的对象地址，从而访问其中的数据和方法。但是如果仅仅是为了保证安全性，我们可以有很多机制，不是说我一定要每次亲自到一个店买到的东西才是绝对安全的，如果一个快递员本身是某种机制能够保证安全的，我就可以不用亲自去店里就可以获取到我想要的数据，这个时候我要关注的只是什么东西（数据类型），而不是实际物理地址（对象引用）。</p><p>从上面的分析，我们可以将程序的整个结构分为两个部分：其一是单个函数或者单个对象本身的相对比较简单的逻辑，其中可能仅仅涉及最基本的算术和逻辑计算；而另一部分则是为了帮助计算机编译系统（可能也是帮助程序员理解）构造大规模软件提供的一些信息。</p><p><img loading="lazy" alt="img" src="/assets/images/create-83a4808a18d663f143cd67c47dccbd84.png" width="2546" height="1427" class="img_ev3q"></p><p>Reality World在程序结构方面的目标，就是要提供一种系统架构，使得这种程序结构组织的复杂性被隐藏在编译系统和运行时内部，这样开发者就只需要关注最基本的逻辑和算术计算。我们通过提供一些额外的信息来使得运行时系统可以动态推导出一些构成大规模程序需要的结构。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化的数据管理">去中心化的数据管理<a href="#去中心化的数据管理" class="hash-link" aria-label="Direct link to 去中心化的数据管理" title="Direct link to 去中心化的数据管理">​</a></h3><p>除了编程语言语法和程序结构之外，还有一个通常容易忽略的问题，或者说因为目前编程的大部分都是专业程序员，这个问题看起来理所当然。那就是关于数据管理。数据管理是一个非常重要的问题，因为它既关乎程序的复杂度，又关乎前面提到的互操作性。</p><p>在应用开发中，开发者既需要编写逻辑代码，还需要处理数据管理：数据在什么时候初始化，在那个代码逻辑处初始化，从哪里获取数据进行初始化，对象被修改了怎样保存数据等等，甚至包括为了考虑缓存性能所做出的一些处理，这些工作是非常繁琐的。除此之外，开发者几乎总是还要关心存储，除非是仅存储在本地，否则还需要设置服务器存储和获取一些数据。这些工作对于普通的用户开发应用程序而言都是比较困难的事情。</p><p><img loading="lazy" alt="img" src="/assets/images/graphql-b82a89e1f03ad72a5c43b193911c69a7.png" width="1610" height="399" class="img_ev3q"></p><p>GrapQL</p><p>所以结合上述的程序结构化的自动管理，一种好的策略是程序的数据也可以自动管理，这样就使开发者仅关注一个个独立的基本逻辑和流程，所有涉及到或者说只是编译器或编译系统需要的管理都应该尽可能交给运行时。GraphQL在这方面做出了一些比较好的尝试，开发者只需要告知一个想要的数据类型，就可以很方便的获取到对应的数据，而将这些数据背后的复杂逻辑隐藏起来。</p><p>除了数据本身的管理，数据还涉及到互操作性的问题，用户希望自己一个应用的数据可以被其他应用方便地访问，这些机制都是和数据的管理过程及其设计息息相关的。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="为ai而生的应用程序构造方法">为AI而生的应用程序构造方法<a href="#为ai而生的应用程序构造方法" class="hash-link" aria-label="Direct link to 为AI而生的应用程序构造方法" title="Direct link to 为AI而生的应用程序构造方法">​</a></h2><p><img loading="lazy" alt="img" src="/assets/images/5-25bf33bec4ab499cbb1f75fe4af6dc4e.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World的程序结构与文本合成是类似的</p><p>ChatGPT席卷了整个世界，或者至少是科技圈，不管是从资本，国企，民企，程序员个人等等都是受到很大的影响，当然也有像我们小孩的妈妈，以及他妈妈的朋友，目前还不太了解ChatGPT是干什么的。</p><p>我于2022年4.30日从华为离职并开始研究和设计Reality World的架构，那个时候的热点还是元宇宙。那个时候，由于没有现在大模型的这种能力，我们当然也没有主要去思考AI方面的，但是从我们自己的设计思路上，我和我们公司的2号员工，在2020年的时候就思考和讨论将来怎样让AI写代码，当然我们说的不是现在这种基于大模型来生成文本的方式生成代码。</p><p>但大模型确实加速了我们的一些想法。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="软件复用与可组合性">软件复用与可组合性<a href="#软件复用与可组合性" class="hash-link" aria-label="Direct link to 软件复用与可组合性" title="Direct link to 软件复用与可组合性">​</a></h3><p>我们起初的目标是让普通人可以编写代码并构造一个完整的应用程序。这也是我们前面第3部分讨论的内容。然而比较巧合和惊讶的是，至少从我们的设计思路上看：<strong>让普通人会编写代码与让AI编写代码的逻辑是类似的。</strong></p><p>逻辑和流程，本质上都是可以用语言表述的，因此我们人类的任何信息与智慧，当然也可以使用自然语言进行描述。然而语言文字是一种面向人类的信息载体，它是为了便于人类之间进行信息交流而设计的，所以它可能不那么严谨，甚至没有太多结构性，人们之间需要信息编解码，编解码的效率和能力可能差异都非常巨大。而程序，则是在自然语言基础之上加入更多的结构性，它在表述和记载逻辑的同时，可以直接与计算机和其他程序进行沟通，这就使得人类大脑中的逻辑不光可以用于人与人之间的信息交流，还可以更直接地转化为生产力。</p><p>然而要让AI能够生成代码，这件事情肯定是非常复杂的，当然由于ChatGPT的出现相信现在大部分程序员都能够感受到AI的代码生成能力，有些人比较坚信AI能够代替程序员生成程序，有些人则悲观一些，至少在短期内。</p><p>这里暂且不争论AI到底能不能或者什么时候替代程序员，我们回到问题本身。传统的文本合成，计算的是文字与文字之间，句子与句子之间的组合概率，这里有两个事情值得注意：第一是任何字之间都可以组合，所以ChatGPT总是可以给我们答案，哪怕其中的句子组合和逻辑是完全错误的；第二是一般常用于表述正确语法和语义的哪些文字信息是非常多的，也就是说ChatGPT理解我们一般的比较大众化的语义是很容易做到的。</p><p>计算机程序在这两个层面都与一般的文本知识信息不同：首先两段代码是不能简单合成的，两个代码之间在单纯地像两段文字放在一起之外，还需要处理参数的数量，参数的名称，类型，变量从哪里获取，API从哪里获取等等，这远远超出简单文字合成的范围。你可以合成一个文本组合的源代码结果，但是其中的逻辑可能完全是错误的，函数是不存在的，参数是错误的。因此目前来讲，大部分AI还是用于辅助比较局部、独立的代码生成，检查，提示等等，距离构造复杂一点的逻辑显然还缺乏一些基础。当然这并不妨碍它现在就可以作为一个不错的助手。</p><p>我们在Reality World的设计过程中，为了要让普遍用户可以构造程序，将程序的整个构造过程做了多处调整，从类型定义，数据初始化和管理，互操作性，程序结构的推演，线程隔离等等。其中还有一个重要的方面就是组合性，这种组合性使得两个相关的组件，不需要用户手动添加任何参数或者输入输出的设置，就可以正确地构造程序，例如如下的这段复杂的逻辑，整个Graph的节点是不需要用户连接的，全部是自动生成。</p><p><img loading="lazy" alt="img" src="/assets/images/4-c18cbdad8df763f282adf9e615337ed8.jpg" width="3356" height="2096" class="img_ev3q"></p><p>整个程序的连接关系是自动推导的</p><p>这样的组合性看起来是不可思议的，这里我不会讨论具体的实现方式，但是可以这样想象一下：编译器对于一个程序的所有源代码，本来就是首先当成一个个独立的模块进行编译的，只不过编译器除了编译每个指令本身，还使用一些符号表记载了所有外部模块引用的关系和地址，然后在链接阶段将这些地址修改为最终的绝对地址。从这里可以看到，程序的结构是有可能以更底层的方式去完成，而不是把这部分交给程序员。</p><p>这样的组合能力，使得程序的构造过程变成了单纯的合成，没错，这个合成的方式跟文本合成是非常相似的：它们仅仅是放到一起，不需要指定额外的程序结构信息，例如参数，变量，函数地址等等。这样我们就有机会让AI去生成程序，这里AI只需要从一般的文字意义上去理解组件的语义，并给出组件合成序列，而底层的运行时引擎将这些序列转化为真正的程序。</p><p>与直接ChatGPT构造程序代码不同的是，这里的代码一旦被构造，就是正确的，可以运行的，而不需要人去检查其中可能存在的程序逻辑的错误。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向ai的编程系统">面向AI的编程系统<a href="#面向ai的编程系统" class="hash-link" aria-label="Direct link to 面向AI的编程系统" title="Direct link to 面向AI的编程系统">​</a></h3><p>显然，与直接让AI构造复杂的程序逻辑相比，更好的使用方式可能是AutoGPT或者OpenAI的插件系统，在这种架构中，AI更多是负责比较通用的一些语义理解，然后把具体的一些与领域系统的交互交给专门的插件去解决。</p><p>然而在OpenAI的Plugin系统中，每个Plugin是一个特定的应用，尽管这种描述好的调用逻辑使得ChatGPT可以正确地调用各个应用软件的接口，但如果你的使用本身是要在多个plugin之间建立一些比较复杂的逻辑和流程，或者说我们想构造任意的应用程序，把每个plugin接口当作组件，这就又会回到让AI编写逻辑代码的问题。</p><p>相对于这种Plugin系统，Reality World提供的不是一个单个plugin，而是一种通用编程能力，它可以理解为是一种面向AI的编程系统，因为AI发出的文本序列，会被Reality World当作输入，然后按照程序构造的逻辑去检索相应的组件并组合构造，这样的程序要么是构造不出来的，要么就是至少能够成功运行的，而剩下的正确性问题就取决于组件描述的准确性和AI对语义的理解了。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="拥抱rust">拥抱Rust<a href="#拥抱rust" class="hash-link" aria-label="Direct link to 拥抱Rust" title="Direct link to 拥抱Rust">​</a></h2><p>我原本以为的开发周期还是会比较长的，毕竟设计的系统设计还是非常复杂的。早先我使用的是C++/C进行开发，进行了一些简单的语言包装和编译流程定制。因为我们2号员工一直是Rust爱好者，一直在鼓动我使用Rust，虽然之前看过Rust的一些介绍，但是感觉还是没有特别的动力去完全切换到Rust。</p><p>后来因为某些原因最终还是选择使用Rust进行开发，开始也是有些不习惯，但是在逐步学习和使用过程中感受到了Rust的好处，这里给大家分享和推荐一下。</p><p>Rust对我而言最大的好处和体验是，迭代速度比较快，这符合我现在的需求。只要代码编译通过，几乎不会花时间去排查一些比较诡异，甚至需要小心翼翼地断步调试才能发现问题的bug，一般有bug就基本上大部分还是逻辑问题，而且Rust编译器可以比较精准地告诉你问题的位置，基本上一看提示就知道该怎么改代码了。</p><p>当然缺点主要是大家讨论比较多的限制了，你得很小心翼翼地设计整个程序的架构，如果像传统C++那样到处是相互引用显然几乎肯定是你完全没法通过编译器，你得设计好整个程序对象的结构，这里推荐Bevy引擎就是非常好的架构，这样的架构几乎能解决大部分相互引用的问题。</p><p>第二个比较大的问题是多次引用和借用的问题了，这个问题相对好解决一点，首先架构好会少掉很多这种问题；其次对于局部的一些方法，实在是不可避免的，万能大法就是复制数据就好，这个也不需要完全回避，毕竟在C++中也经常会存在对象复制；再有稍微复杂一点就是使用move，先将数据move出来，然后进行操作之后再填回去，如果你能保证没有并发问题，这种思路也是一种方法。</p><p>最后，关于有些人会觉得，像Rust这样强迫开发者过早关注架构会影响快速迭代。这一点我不是很赞同，因为任何一个项目，快速迭代也是要正确运行的，而且如果项目本身思考着足够多，或者项目最终肯定是要上线使用的，我觉得慢一点一边迭代一边就把代码架构写的更好，也许最终是一件更好的事情。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="我这一年的创作过程">我这一年的创作过程<a href="#我这一年的创作过程" class="hash-link" aria-label="Direct link to 我这一年的创作过程" title="Direct link to 我这一年的创作过程">​</a></h2><p>我从2022年4.30日从华为离职，几乎整整一年时间全部都在思考整个系统的设计，以及后期的开发。刚开始2个月，思路还不是特别清晰，只是在不停、疯狂地看书，我几乎把所有能买到的中文跟编程语言和编译相关的书都看了一面。当然我不会逐字逐句慢慢看，都是飞快地浏览，并且脑袋中高速运转着，随时都想着我脑袋中的哪些问题怎么解决，这样带着问题看书的好处是，只要知识之间有一点的相关性，就能够非常敏锐地捕捉并关联上，然后再对这块知识进行深入学习，最终可以跳出单纯的知识本身去应用这些知识，甚至将一种知识的思维用来解决另一个问题。</p><p>整个一年中，我阅读了超过50本相关的书籍，并且大部分比较相关的知识都是反复阅读的。</p><p>早期我习惯使用iPhone的备忘录app记录一些想法，这种方式比较方便，任何时候想到一点东西就可以记下来，很多时候晚上半夜都会起来记录，确实有些东西很快就是可以忘记的。后来体系比较完整的时候我逐步将这些信息整理到Markdown中，并逐步积累，现在整个系统的设计和思考已经超过22万字，整整400多页，里面包含了非常多的技术理解和思考。等适当的时候我会将这些内容整理成图书出版。</p><p>豆瓣上我列了个top 10的图书榜单，编程相关的是：《编译原理》、《Erlang程序设计（第2版）》、《编程语言实现模式》、《游戏机制》、《链接器与加载器》、《Data-oriented design》、《函数式编程思维》、《凤凰架构》。</p><p>除了图书，一些技术架构对我影响比较大的是：Erlang、USD、LLVM、MLIR、ECS、Web Assembly、Machinations、《堡垒之夜》、Snapchat、Bevy等等。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于商业模式">关于商业模式<a href="#关于商业模式" class="hash-link" aria-label="Direct link to 关于商业模式" title="Direct link to 关于商业模式">​</a></h2><p>可能很多朋友会关心你的商业模式是什么，这里我不想讨论这个问题，目前只跟投资人之间才会讨论这个问题，我当然有很多思考，但是在缺乏很多背景下，我觉得现在在公众场合讨论还是太早。当然我不会介意大家讨论。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="参与reality-world开发">参与Reality World开发<a href="#参与reality-world开发" class="hash-link" aria-label="Direct link to 参与Reality World开发" title="Direct link to 参与Reality World开发">​</a></h2><p>毫无疑问，Reality World涉及到很多技术思维，甚至包含一些创新尝试，我相信参与这个项目本身肯定会学到很多知识。但现阶段还不能正式公布，我们预计会在6个月左右，在内部迭代一些版本再正式公布，所以在这个阶段我也不会在公众场合讨论太多具体的技术细节。因为在中国做这种事情是非常不容易的，网络上会有各种各样的声音，我不希望受这种干扰，为了把这件事情做成，需要一颗安静的心。</p><p>如果你对Reality World感兴趣，你可以联系我，私人之间有时候我会讨论一些技术。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于融资">关于融资<a href="#关于融资" class="hash-link" aria-label="Direct link to 关于融资" title="Direct link to 关于融资">​</a></h2><p>坦白说，到目前为止，我还没有拿到任何投资，曾经有非常顶级的资本聊了很久，合伙人也非常认可这个项目的价值，但到现在还没有谈定。在早期，我肯定犯了很多错误，例如对项目的规划，估值预期，甚至表达等等都还是存在一些问题，当然也是一种成长；此外去年又遇到疫情，还有，你懂的，今年的ChatGPT...</p><p>总之，后续的开发肯定还是需要团队和资本，我一个人很难这样一直持续下午，欢迎各位感兴趣的资本、开发者甚至加油助威的朋友与我联系。</p><p>微信：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="后记">后记<a href="#后记" class="hash-link" aria-label="Direct link to 后记" title="Direct link to 后记">​</a></h2><p>在这一年过程中，我跟很多不同的朋友有过很多交流，很多朋友都在鼓励和支持，希望，最终不会辜负你们！</p></div><footer class="row docusaurus-mt-lg blogPostFooterDetailsFull_mRVl"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li></ul></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Blog post page navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/blog/conversational-computing"><div class="pagination-nav__sublabel">Newer Post</div><div class="pagination-nav__label">Conversational computing: a new programming model empower LLM applications</div></a></nav></main><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#reality-world不是什么" class="table-of-contents__link toc-highlight">Reality World不是什么？</a><ul><li><a href="#reality-create的核心不是一个游戏引擎" class="table-of-contents__link toc-highlight">Reality Create的核心不是一个游戏引擎！</a></li><li><a href="#reality-world当然也不是元宇宙项目" class="table-of-contents__link toc-highlight">Reality World当然也不是元宇宙项目</a></li></ul></li><li><a href="#构建一个互操作的数字世界" class="table-of-contents__link toc-highlight">构建一个互操作的数字世界</a><ul><li><a href="#更轻量级的隔离技术" class="table-of-contents__link toc-highlight">更轻量级的隔离技术</a></li><li><a href="#互操作性的本质是应用碎片化的问题" class="table-of-contents__link toc-highlight">互操作性的本质是应用碎片化的问题</a></li></ul></li><li><a href="#新的应用程序构造方法" class="table-of-contents__link toc-highlight">新的应用程序构造方法</a><ul><li><a href="#面向对象的本质是隔离" class="table-of-contents__link toc-highlight">面向对象的本质是隔离</a></li><li><a href="#程序结构的复杂性" class="table-of-contents__link toc-highlight">程序结构的复杂性</a></li><li><a href="#去中心化的数据管理" class="table-of-contents__link toc-highlight">去中心化的数据管理</a></li></ul></li><li><a href="#为ai而生的应用程序构造方法" class="table-of-contents__link toc-highlight">为AI而生的应用程序构造方法</a><ul><li><a href="#软件复用与可组合性" class="table-of-contents__link toc-highlight">软件复用与可组合性</a></li><li><a href="#面向ai的编程系统" class="table-of-contents__link toc-highlight">面向AI的编程系统</a></li></ul></li><li><a href="#拥抱rust" class="table-of-contents__link toc-highlight">拥抱Rust</a></li><li><a href="#我这一年的创作过程" class="table-of-contents__link toc-highlight">我这一年的创作过程</a></li><li><a href="#关于商业模式" class="table-of-contents__link toc-highlight">关于商业模式</a></li><li><a href="#参与reality-world开发" class="table-of-contents__link toc-highlight">参与Reality World开发</a></li><li><a href="#关于融资" class="table-of-contents__link toc-highlight">关于融资</a></li><li><a href="#后记" class="table-of-contents__link toc-highlight">后记</a></li></ul></div></div></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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href="/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a aria-current="page" class="sidebarItemLink_mo7H sidebarItemLinkActive_I1ZP" href="/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><article itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。"><link itemprop="image" href="https://realityworld.com/img/blog/2.jpg"><header><h1 class="title_f1Hy" itemprop="headline">对未来数字世界和软件构造的思考</h1><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">August 26, 2021</time> · <!-- -->80 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div id="__blog-post-container" class="markdown" itemprop="articleBody"><p><img loading="lazy" src="/assets/images/2-ea7a0b77be7f3ea877430d34be6a9c33.jpg" width="3360" height="2100" class="img_ev3q"></p><p>经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。</p><p>可能有一些朋友关注过我这一年一直在折腾的Reality World创业的事情，然而很遗憾的是一直没有分享太多关于它的信息。一来是因为它所涉及的技术有比较多的创新尝试，在还没有真正的技术开发实践之前容易引起比较多的争议；二来是因为去年得到了一些大资本极大的兴趣，因此我想着一鼓作气等拿到投资之后再公布一些信息。当然因为各种原因到现在也还没有谈定投资，所以近几个月我就将全部精力用于开发了。经过几个月的艰苦奋战，今天终于有机会可以给大家分享一些我的想法，以及这一年的探索过程。当然Reality World还处于非常早期和原型的阶段，我预计还会再迭代几个版本到v0.5.0左右才会开始正式公布或者内测，所以这里我也不会涉及太多技术细节，但是我可以分享我们想解决什么问题，以及为什么要解决这些问题，并大概说明一些思路，这样大家应该能够初步了解Reality World是什么，同时我觉得，对这些问题的思考其实是非常有价值的部分。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world不是什么">Reality World不是什么？<a href="#reality-world不是什么" class="hash-link" aria-label="Direct link to Reality World不是什么？" title="Direct link to Reality World不是什么？">​</a></h2><p>由于我过去的工作经验和背景，以及Reality Create也包含的3D支持，在我与投资人或者其他朋友交流的过程中，大家普遍的印象是这是一个新的游戏引擎，所以大家的思路就是你跟Unity，Unreal Engine以及甚至包括国内近几年也有很多游戏引擎创业的一些区别或者说竞争关系，而会忽视我们技术上反而是更加核心和创新的部分，所以这个误区的澄清非常重要：</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-create的核心不是一个游戏引擎">Reality Create的核心不是一个游戏引擎！<a href="#reality-create的核心不是一个游戏引擎" class="hash-link" aria-label="Direct link to Reality Create的核心不是一个游戏引擎！" title="Direct link to Reality Create的核心不是一个游戏引擎！">​</a></h3><p>虽然我本人多年的工作经验和背景都是与游戏引擎和渲染相关，同时现代游戏引擎工业的技术也在不断发展，但是我一直觉得制约用户随心所欲表达内容和逻辑的部分主要还是编程语言及其程序运行的机制，而游戏引擎架构和流程本身虽然也很复杂，但这部分都是相对比较确定的，例如除了编程部分，一些美术甚至策划也是能够比较好的使用引擎的一些相关功能，但是与之相反的是，逻辑的表达和编程通常还是需要专门的程序员。虽然一些特定类型的游戏系统可以通过数据驱动或者配置的形式部分实现非程序员的逻辑组织，但这样的架构还是很难做到通用，显然数字世界还有着非常多的各式各样的需求，这些需求需要一些通用的逻辑表达能力。</p><p>所以Reality World的核心是一套运行时，可以部分理解为一个虚拟机，但是与传统单纯解释源代码的编程语言的虚拟机相比，它包含一些源代码解释翻译之外的功能，例如权限验证、沙盒安全与互操作、分布式内容分发与同步、组件的依赖管理和动态加载等等，因此可以理解为Reality World是一个像区块链类似的分布式系统；同时，即使是在源代码的翻译解释部分，Reality World也有着很多区别于传统动态语言虚拟机解释的流程和架构。</p><p>基于这套运行时环境，我们会构建3D引擎的能力以使用户可以开发3D应用程序，但这部分技术跟传统的游戏引擎使用的技术不会有太大差异，当然因为运行时环境不同，与之相关的3D引擎的架构和流程肯定会有一些变化，所以我预期将来Reality Create的流程应该是可以有一些不同的创新体验的。</p><p>除了3D渲染，Reality Create的计划也可以开发2D应用程序，所以我们是用一种统一的编程语言和运行时环境，来统一3D和传统2D应用程序的开发。所以它确切的定位应该是一个基于分布式的、通用的应用构造和开发平台，而不单纯是一个游戏引擎。</p><p>与之相关的是，</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world当然也不是元宇宙项目">Reality World当然也不是元宇宙项目<a href="#reality-world当然也不是元宇宙项目" class="hash-link" aria-label="Direct link to Reality World当然也不是元宇宙项目" title="Direct link to Reality World当然也不是元宇宙项目">​</a></h3><p>不管怎么定义，至少目前的元宇宙大部分都是偏向于3D，然后期望人们有些更多沉浸式的虚拟生活。这在某种程度上说跟Reality World的理念甚至是相反的，从名字就可以看出，我选择Reality这个词，是希望我们能够引导用户更多关注现实，Reality World的目标是希望通过提供更简化、更具互操作性的一些编程体验，使更多的人能够随心所欲地表达TA对现实世界的理解，并将这些理解转化为可交互的数字的形式，与其他更多人分享，我觉得应用的开发和构造与文字、图片、视频以及其他信息载体一样，最大的价值仍然是表达人类大脑中最深刻的思考、智慧和逻辑。</p><p>实际上，我心里面对Reality World的最精准的描述是：</p><p><strong>A self-evolving interoperable system.</strong></p><p>或者：</p><p><strong>Interoperating with multi-applications in a modular and composable system.</strong></p><p>也许看了后面的一些介绍你能够大概理解上面两句话的含义</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="构建一个互操作的数字世界">构建一个互操作的数字世界<a href="#构建一个互操作的数字世界" class="hash-link" aria-label="Direct link to 构建一个互操作的数字世界" title="Direct link to 构建一个互操作的数字世界">​</a></h2><p><img loading="lazy" alt="img" src="/assets/images/3-2935ce82c46c3780bb9a6be5605f32ff.jpg" width="3356" height="2096" class="img_ev3q"></p><p>互操作是Reality World最核心的机制</p><p>我印象中，工业界和媒体开始真正讨论互操作性及其相关的一些论据，大部分都来源于Tim Sweeney的那篇演讲：<a href="https://link.zhihu.com/?target=https%3A//dl.acm.org/doi/10.1145/3306307.3339844" target="_blank" rel="noopener noreferrer">https://dl.acm.org/doi/10.1145/3306307.3339844</a></p><p>在某种程度上说，Reality World的目标跟Tim的一些描述和愿景是相似的，但也存在比较大的根本不同，我首先描述跟Tim演讲的一些关系和逻辑，然后再介绍我们的思考，通过这些问题就可以比较自然地理解Reality World的目标以及想解决的问题。</p><p>实际上我第一次看到这篇演讲是在去年7月左右，那个时候我的基本架构的构思已经初步完成，尤其是最核心也是最重要的一步基础已经设计好，当时看到这篇演讲感到很多共鸣，也是对自己的一种很大的激励，毕竟有对技术和行业都有非常经验和影响力的大佬也有类似的思考和行动。但从去年到现在，我们还是沿着我们早先的技术思路，基本上并没有去关注和参考太多Epic的东西，实际上我们从技术方案到目标都是有很多不同。</p><p>在技术层面，Tim认为这样的目标大概可能需要10年才能完成，但Epic会朝着这个目标逐步逼近。Epic的路线大概是几步：首先将一些偏社交或者玩家的非专业游戏开发者转移到《堡垒之夜》中，这部分开发者都在《堡垒之夜》的游戏内部而不是单独使用Unreal Engine去创作，这个模式其实类似Roblox的模式，它也是一种游戏引擎这种商业模式的转型：传统的游戏引擎只是一个单机的生成应用程序的软件，开发者开发的内容由自己去分发和运营，这样游戏引擎仅作为一个工具，它只参与程序的开发，而无法参与分发和运营，因此无法形成生态，所以尽管一些引擎有庞大的开发者数量和群体，但是这种数量并没有很有效的方式可以转化为生态。然而Roblox和《堡垒之夜》是一个分布式系统，你的内容必须分发到这个分布式系统中并由特定的客户端运行时环境来运行，而无法像单独的游戏引擎那样自行分发和运营，这样Roblox和《堡垒之夜》就可以参与整个内容的全部生命周期，这样就形成生态，其他的服务都可以通过这套分布式系统进行提供，而对用户的好处也是简化了内容的分发部署，以及更多便捷的集成服务，例如与其他玩家的互动。</p><p><img loading="lazy" alt="img" src="/assets/images/island-ed77d6189ea90804947341de732b2a5f.png" width="1932" height="1162" class="img_ev3q"></p><p>《堡垒之夜》Creative模式</p><p>为了要使用户在《堡垒之夜》中进行内容开发，就带来了两个问题：一是编程语言的问题，二是互操作性的问题。要在《堡垒之夜》中运行一个第三方开发者未受信任的代码，这是一个非常难的问题，这也涉及到Reality World要解决的第一个核心问题。</p><p>现在整个编程语言以及编译的体系架构，都是基于一个假设，即整个应用程序的所有源代码都被编译为一个单一的应用程序，这也即是编译和构造一个应用程序的主体可以认为是只有一个主体，即开发者，不管你背后是一个大团队或者大公司，最终编译发布应用程序的是一个特定的个人、部门或者组织。这样说有什么意思，这就意味着，整个应用程序的安全性由这个单独的主体负责，你需要解决软件的bug，检查所有可能的安全漏洞等等，保证软件最终运行是可靠的。而对于编程语言来讲，它不对软件的安全做任何假设：理论上，只要你拥有源代码，你就可以几乎访问整个应用程序内存中的数据，所以你必须确保你程序中的所有逻辑行为是正常的。如果所有代码都是由你自己公司的程序员编写的，这当然是天经地义的事情，如果你使用了第三方的开源代码或者闭源的二进制库，你必须由你自己去确保这些第三方的代码不会破坏你的软件运行。</p><p>这样天生就将每一个软件当作一个封闭、独立的环境，操作系统的内存分配和管理系统保证你的内存不会被其他进程的程序非法访问，这样软件就可以安全地运行，当然即使如此，你的程序当中涉及对外部数据读取的部分仍然可能导致内存安全问题。然而这种隔离是与我们现实世界的运行方式完全相反的，现实世界整个体系是基于协作和分工来实现文明发展的，计算机本来具有更强大的逻辑体系，然而实际上我们并没有在软件世界建立起比较简单地分工与协作机制。</p><p>现代软件变得越来越复杂，这种复杂的体系结构本来就希望能够借助更多的协作与分工的精神和思想来实现更大的复杂度和功能，这种协作的第一个要求是让未受信任的第三方代码可以在你的内存环境中执行代码。这也是《堡垒之夜》面临的第一个问题。按照现代编程语言的一些思路，一个源代码能够在一个内存环境中被执行，那表示其对应的主体知道和负责其中的安全问题，编程语言本身没有太多机制来解决这个问题。这又分为两种情况：静态语言和动态解释性脚本语言。对于动态而言而言，如lua，它们通常不能直接访问内存，开发者所能操作的都是封装在一定类型和对象中，现代大多数编程语言都按照类型进行寻址，也即是类型系统本身基本上可以保证程序的安全，如果你的源代码不知道一个对象的地址，你就不可能访问到它。然而实际现在大多数编程语言都提供静态变量或者全局常量之类的方式，这种方式使得内存环境中的其他代码可以获取到这些共享信息，从而对软件进行破坏。为了避免这种问题，Roblox就对Lua进行了改造，叫做Luau，比如通过禁止全局变量，以及禁止一些能够访问全局变量的库函数等等机制来实现一种沙盒安全，这样第三方开发者开发的代码就可以放心地在Roblox app中运行。</p><p><img loading="lazy" alt="img" src="/assets/images/luau-8dcd3e07aca728930025b827afc3d0d9.png" width="1446" height="486" class="img_ev3q"></p><p>如果第三方未受信任代码是二进制的机器码，这个问题就更严重了，因为机器码是可以访问内存地址和寄存器的，那可以造成的破坏是无法想象的。然而人们仍然希望能够实现类似分工协作的方式，这方面最具有代表性的例子就是浏览器，浏览器是一个非常复杂的软件，现代浏览器往往都可以支持第三方二进制的插件，来提供一些更高性能的增强功能，例如浏览器的字体渲染往往都是使用第三方字体渲染库。为了解决这种由于未受信任二进制代码导致的安全问题，人们提出一些软件隔离（software-based fault isolation，SFI）技术，相对应操作系统或硬件的内存隔离，SFI是用于构建包含未信任组件的安全系统的一种轻量级方法，能够用于减少由于内存安全bug导致的攻击，SFI通过严格将第三方未信任软件限制在自己的沙盒内存区域，来隔离这种内存安全导致的破坏。用例包括浏览器使用SFI来扩展第三方组件，例如经典的Native Client SFI syetem（NaCI）使用SFI来扩展第三方c库，使得浏览器可以使用如第三方的字体，音频，XML解析等库；在边缘计算节点与第三方未信任客户环境进行联合计算等等。</p><p>NaCI存在较大的运行时性能，因为它的机制一般对第三方代码不做太多要求，假设其按照一般的方法进行开发，然后仅仅在调用这些方法的时候为其分配独立的内存区域进行隔离，它基本上是用软件模拟操作系统的内存隔离机制，比如每次切换都需要保存大量的状态和寄存器地址等等。为了减少这种隔离导致的代价，Web Assembly就使用另一个思路，由于Web Assembly程序都会编译为Wasm文件，由Wasm虚拟机解释执行，而不是底层的二进制代码，所以Web Assembly有机会对程序进行一定的分析，通过基于Control-Flow Integrity (CFI)技术，Web Assembly的编译器可以检查出程序中哪些代码可能会对这种沙盒环境造成破坏，从而禁止这样的代码生成合法的Wasm程序，因此也就实现了沙盒安全。但是由于这种检查是在编译期，并对第三方程序的构造过程有一定的要求，因此在实际执行的时候就可以避免在这种隔离安全的保护机制上花费过多的开销。</p><p>Web Assembly之所以是一种未来非常有潜力的技术，不仅仅得益于对Web的友好，接近机器码的字节码，多语言支持等等，这种沙盒技术也是很大的一个技术点。在Web Assembly之前还没有一种技术可以很好地普及和运用沙盒技术，例如JVM上有一些方案，但大多有些性能问题，或者不能完全保证安全，或者方案比较重。Web Assembly这种优秀的沙盒技术使得沙盒模式在以后的软件构造中可能被大规模使用，也就会实现更多的软件协作与分工，事实上比如现在对未受信任多应用环境要求比较高的环境如区块链就大多转型Web Assembly，而如Docker和Severless这种对虚拟环境要求比较高的环境也在逐步转向Web Assembly。</p><p><img loading="lazy" alt="img" src="/assets/images/verse-3604fc0feca3a40971cf71a64a6a61b6.png" width="1920" height="1079" class="img_ev3q"></p><p>Epic推出Verse language</p><p>回到《堡垒之夜》，Epic显然不可能让玩家使用Unreal Engine的C++或者blueprint开发的应用程序在《堡垒之夜》内存环境中运行，Unreal Engine目前也没有比较成熟的脚本编程语言方案，因此Epic需要开发一套新的脚本语言，这就是今年早些时候发布的Verse programming language。Epic为此挖来了Haskell的作者Simon Peyton Jones，以及之前收购的一个为Unreal Engine开发脚本语言的团队SkookumScript，据说还有写V8内核的作者。</p><p>关于Verse language本身，目前还没有太多信息，但是可以想象这个脚本语言的使命一是为《堡垒之夜》的创作提供一种安全的编程语言，而且可以想象这个脚本语言必然包含一定的沙盒机制，来保证安全性。</p><p>协作的第二个要求是互操作，互操作性的定义如下：</p><blockquote><p><strong>Interoperability</strong> is a characteristic of a product or system to work with other products or systems</p></blockquote><p>互操作通常是和标准相关的：</p><blockquote><p>If two or more systems use commondata formatsandcommunication protocolsand are capable of communicating with each other, they exhibit<em>syntactic interoperability</em>. XML and SQL are examples of common data formats and protocols.</p></blockquote><p>互操作和软件隔离通常是相互矛盾的，互操作表现为我希望更简单更方便地访问别人的数据或接口，而隔离则假设除我之外的代码都是不可信的，不要轻易地访问，或者系统会提供一些机制使这种访问的代价和难度增加。尤其在游戏这种实时的运行环境，这种代价和难度往往意味着性能问题。</p><p>Tim在2019年的演讲中大量提到了标准，为了实现多个独立应用程序之间的协作，那么必然要建立大量的标准，有了这些标准，互操作就变得简单，例如《堡垒之夜》现在的Creative模式实际上已经有了很多标准，比如一个物体怎么摆放在环境中，并可以被其他玩家交互，这都是可以由Device来定义的，这实际上就是一种形式的标准或者接口，后续基于Verse的代码只要遵循这些标准，则可以很轻易的与其他的环境进行交互。</p><p>对这两个问题，Reality World都有着不同的技术思考和方案。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="更轻量级的隔离技术">更轻量级的隔离技术<a href="#更轻量级的隔离技术" class="hash-link" aria-label="Direct link to 更轻量级的隔离技术" title="Direct link to 更轻量级的隔离技术">​</a></h3><p>尽管Web Assembly的隔离技术非常优异，但是它并没有改变程序本身的构造方式，即如果你的代码本身就不含破坏别人的恶意代码，那么其实你的开发过程与过去的方式并没有什么区别。而Reality World希望简化编程的开发，如本文后面编程方面的内容，我们还希望对编程的体系做出一些调整。因此我们会把各种问题放到一起考虑，而不是单纯一个一个地解决问题。例如软件的可组合性、模块化、编程复杂度的降低、互操作等等。</p><p>如后面的内容所知，我们还对应用程序的构造方法进行了调整，而不是仅仅把程序当作一个黑盒子来进行统一的隔离，例如传统的隔离技术大都是基于比较底层的编译惯例，如方法调用（Calling Convention）来设计隔离机制，这样使得不需要对用户的开发过程造成太大的影响。在Reality Create中，我们的每个组件的很多行为和构造过程是由运行时自动推导进行的，因此我们本身已经对用户的开发过程有一定的影响，这同时也意味着我们对程序的结构有着更多信息，因此我们可以在更上层的地方实现一些隔离机制，同时由于上层的机构包含对程序的更多的信息，因此会带来一些新的灵活性和能力。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性的本质是应用碎片化的问题">互操作性的本质是应用碎片化的问题<a href="#互操作性的本质是应用碎片化的问题" class="hash-link" aria-label="Direct link to 互操作性的本质是应用碎片化的问题" title="Direct link to 互操作性的本质是应用碎片化的问题">​</a></h3><p>互操作性这个概念，我跟大部分投资人解释基本上都是很难理解的，当然这里可能我对互操作性赋予了更多的意义。从程序机制上来讲，互操作性主要涉及两个独立的程序之间进行相互调用的能力，比如大部分语言都可以通过C接口实现相互调用，再往上一点，任何程序之间传递字符串然后内部进行格式解释，也仍然是能够进行通信的。实际上互联网的机制就是如此，OSI（Open systems Interconnection）的机制就是实现了任何计算机或者任意程序之间的字符串通信，从而解决了整个计算机网络互联的问题。</p><p>传统的软件世界通过一些标准来建立互操作的基础，例如HTML、XML、SQL、USD等等，比如Nvidia就基于USD构建了Omniverse，由于其对USD格式的良好支持，使得其可以兼容大部分的内容制作工具，就构建起一个以Omniverse为中心的内容和应用生态。</p><p>然而这种基于文本标准的方式仍然有一些缺陷，例如其数量是非常少的，通常必须等一个组织对一个标准有一定影响力之后才能形成实时上的标准，被更多的三方兼容和支持。想想现实世界，各个实体之间的交互和联系几乎是无所不在的，例如一个人在路边新开了一家饭店，路过的人随时可以进去吃饭，不会说还要先接一下饭店定义的一个接口。而程序是必须有严格的逻辑的，比如保证地址、参数和接口的一致性才能进行互操作，这给软件世界的互操作带来了一定的困难。我们应用程序开发的流程通常都是先定义内部数据结构，实现软件功能之后，再以一定的形式封装一些接口，并以某种方式公布出来，由感兴趣的三方去集成。然而实际上有大量的软件开发者是没有精力或者能力去提供这些接口的。想象一个场景：开发者A开发了某个应用给用户新增了一种新的健康类的数据信息，这个数据本来是属于用户的，这个时候用户想要用这个数据来实现另一个事情，TA想自己或者说让其他开发者B帮助开发一个应用来使用这些数据，这种情况下通常是做不到的，因为开发者A可能并没有太多动力去提供这个接口，因为TA可能要耗费很大的精力，除非平台提供一些这种非常便利的机制使得TA可以很轻易地暴露出来。</p><p>因此，Reality World的其中一个重要机制，就是要让一个开发者开发的应用，其定义的数据接口非常轻易地被其他开发者开发的应用访问，同时结合上面的沙盒技术保证这种数据访问的安全，这也就是为什么我们的沙盒技术不能只是在最底层实现。</p><p>其实更深刻一点理解，互操作问题其实是一个软件碎片化的问题。传统的软件开发都是先开发内部数据结构和数据存储，然后在必要的时候再把API包装使用某种形式的标准包装成外部接口，这样就造成碎片化，因为即使是针对同样的一类逻辑和数据，不同的应用程序或服务往往会定义不同的数据结构或处理逻辑，这就形成API的碎片化，使得相互之间非常难以协作。试想你可以在两个应用之间协商修改各自的API接口及定义，这是一对一的关系，或者说像支付宝这种平台性质的接口也是容易定义，这是一对多的关系，一对多的关系发展显然是缓慢的，必须让这个“一”有机会且需要时间发展壮大。如果我们希望一种更加高效，更加丰富的协作机制，那么显然我们需要多对多机制，这里面就要求我们对软件开发流程做一些调整。</p><p><img loading="lazy" alt="img" src="/assets/images/usd-1109031da5c391a7ac8194a67e234d38.png" width="1954" height="864" class="img_ev3q"></p><p>Pixar USD</p><p>要想实现这种机制，其实现有的很多技术可以给予很多启示。我们先看USD格式，尽管从表面看USD跟其他的标准类似只是一种数据格式或协议，但实际上它远远不止如此，它还是一种非常易于扩展的格式，它提供了一种plugin的机制使得开发者可以对格式做很多定制和增强功能，并且可以通过一个Schema定义来生成自己定义格式的解析代码，然后通过Plugin来调用自定义的格式解析和代码。这就好比它帮助你编写了文本格式的编解码，尽管看起来不过如此，看起来只是一种模板化的代码生成机制，但是当这种解析代码能够与逻辑高度融为一体的时候，事情的本质发生了一些变化，试想使用USD你的流程是这样：首先针对一种特定数据自定义一个Schema，然后调用USD的API帮助我们生成相关的解析代码，如果这段解析代码能够以某种机制被其他开发者拿到，那么TA的程序就能够轻松解析我们的API。当然如果你修改了Schema，仍然需要对方进行同步，但是这种流程本质上改变了我们的思路：过去我们是先定义内部做法，再与外界沟通，这就容易带来一些复杂度和碎片化；现在是我们先想着自己就是基于一种标准在开发，然后需要的时候就能够很方便地暴露出去，这里USD充当了一种协调的机制并为这种协调的机制提供了一些辅助功能。苹果的usdz格式以及英伟达的MDL都是基于USD的这种扩展能力来实现自定义的资源格式。</p><p>API碎片化的第二个例子是LLVM，本质上LLVM在编译器领域的创新主要做的是模块化，早期的编译器开发，各个前端都要分别集成各个后端，编译器开发的复杂度非常高，这里面其实就是多对多的问题，看似很简单，每个前端与每个后端分别调一调，但随之代码的管理和维护成本是很高的，有时候某些内部设计不一致就会导致大量的重复，这就是碎片化问题。由内而外的设计总是不可避免会导致碎片化，碎片化带来软件复杂度，管理和研发成本。当LLVM提供了一个统一的低层IR表述之后，编译器的复杂度大大降低，比如现在能够很轻易地开发一些DSL语言，因为你完全不需要操心后端，只需要把你的代码生成LLVM IR即可。</p><p>当然LLVM并没有提供类似USD那种生成格式的机制，那是因为LLVM只有一种IR，所以写成一种固定的格式即可，过去的编译流程基本上都比较简单、固定。但是随着现代深度学习编译器的进展，由于深度学习有着相对比较特定的数据表述，各个公司内部都有开发一些特定的编译流程，它是比一般的LLVM IR更上层的抽象，所以我们对多层级IR表述又有了需求，于是在LLVM的基础上又发展出MLIR，它允许开发者社区能够自定义IR。然而与USD的Schema非常相似的地方是，MLIR为了避免碎片化，使不同开发者自定义的IR之间能够更轻易的协作，它也提供了一种类似的代码生成机制，在MLIR中称为Dialect ，例如如下的Dialect定义：</p><div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">def Toy_Dialect : Dialect {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let summary = &quot;Toy IR Dialect&quot;; let description = [{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    This is a much longer description of the</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    Toy dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    ...</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}];</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  // The namespace of our dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let name = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// The C++ namespace that the dialect class // definition resides in.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let cppNamespace = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>生成的C++代码如下：</p><div class="language-cpp codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-cpp codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ToyDialect</span><span class="token plain"> </span><span class="token operator">:</span><span class="token plain"> </span><span class="token base-clause keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token base-clause"> mlir</span><span class="token base-clause double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token base-clause class-name">Dialect</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token operator">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">ToyDialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">MLIRContext </span><span class="token operator">*</span><span class="token plain">context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token operator">:</span><span class="token plain"> mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token function" style="color:rgb(80, 250, 123)">Dialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">TypeID</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token generic-function function" style="color:rgb(80, 250, 123)">get</span><span class="token generic-function generic class-name operator">&lt;</span><span class="token generic-function generic class-name">ToyDialect</span><span class="token generic-function generic class-name operator">&gt;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">static</span><span class="token plain"> llvm</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">StringRef </span><span class="token function" style="color:rgb(80, 250, 123)">getDialectNamespace</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">void</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样多种IR就可以能够被轻易组合使用，你可以选择社区各种丰富的模块进行组合，来生成特定的编译流程，所以MLIR又称作“生成编译器的编译器”。实际上，碎片化在工业界是一个很大的问题，每家公司在开发自己的软件的时候不会考虑那么多，觉得我只要投入研发资源把自己软件做好就行，但是真正在用户侧使用的时候，TA可能需要多个软件是可以相互协作的，甚至你的用户可能就是开发者，这个开发者可能希望不同的软件可以被更高效的集成和管理。LLVM的作者Chris Lattner最新的创业公司Modular实际上核心就是解决这个问题，他的新编程语言Mojo，除了一些语法层面的传统一点的东西，很多核心能力都是来源于底层的MLIR，其中MLIR跟Mojo有更深度的整合，使得Mojo具有很强的元编程能力。Modular的最核心的逻辑其实跟当年的LLVM类似，解决碎片化问题，当然Modular有很多现在软件的运营思路可能会形成更好的平台和生态，因此它是一家商业公司，不仅仅是一个开源项目。</p><p><img loading="lazy" alt="img" src="/assets/images/modular-ec183275c9c4d2f77583a82e8119e52f.png" width="2157" height="1113" class="img_ev3q"></p><p>Modular</p><p>上述的软件架构都为解决应用之间互操作及其碎片化提供了很好的思想，然而为了更好的软件协作，这些机制还不够。上述的软件都是比较偏底层的基础软件，而不是面向上层用户侧的，因此不需要考虑很多其他问题，比如性能和格式的进化。当进入到一个更上层的消费端应用，首先上述的方式在不同的模块之间交换的都是文本数据，如果你让一个实时的游戏内部的每一次互操作都需要编解码文本，这显然是会影响性能的；此外，应用层的需求更容易变化，即使平台提供了一种生成统一格式解析的代码及其发现的机制，但是怎么应对这些格式的更频繁地变化呢？为此，Reality World在这些方面做出了一些创新尝试。</p><p>结合前面讨论的沙盒技术、互操作、碎片化等等机制，Reality World希望能够通过一些创新探索，构建起一个更好的互操作平台，使得上面的应用之间可以更好地协作，它看起来像是基于OSI之上添加的一个互操作层，在这个互操作层中，应用程序操作的是来自其他应用的内存数据，就像你访问自己的内存数据一样简单，尽管这个数据可能来自于其他的服务器。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="新的应用程序构造方法">新的应用程序构造方法<a href="#新的应用程序构造方法" class="hash-link" aria-label="Direct link to 新的应用程序构造方法" title="Direct link to 新的应用程序构造方法">​</a></h2><p><img loading="lazy" alt="img" src="/assets/images/pl-01db64776749f259941139b1e0b0fd19.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World对程序的构造过程做了很多调整</p><p>我们程序员，终其一生可能都希望能够更好地理解程序到底是怎么运行的，这种理解不光能够让我们更高效地编写更健壮的代码，从而创造软件的价值，同时，编程的机制本身充满着无穷的魅力，因为它可能是人类有史以来能够表达人类大脑中复杂的思维和逻辑的最好的机制之一，它将人类对物理世界的理解及其形成的智慧转化为为人类服务的工具和力量，这是我们热爱编程的其中一些原因。</p><p>十多年来，对于编程，我一直有两种不一样的情感：</p><ul><li>我一直不喜欢面向对象编程的方式</li><li>我更喜欢开发能够用于构造软件的软件</li></ul><p>今天，Reality World的第二个核心关注点和基础就是在这两个方面做出了一些新的探索。世界上只有大约不到0.5%的人是会编写代码的，约3000万左右，所以数字化表达的潜力还远远没有被发挥出来。如果我们将这个数字提升到5亿~10亿，看看还有哪些变革需要发生，可能与你想象中不太一样，编程语言的语法本身可能并不是制约因素。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向对象的本质是隔离">面向对象的本质是隔离<a href="#面向对象的本质是隔离" class="hash-link" aria-label="Direct link to 面向对象的本质是隔离" title="Direct link to 面向对象的本质是隔离">​</a></h3><p>十多年工作经历，我写过C#、C、C++、Ruby、Lua、Rust等，以及最近一年多，我几乎看了所有能买到跟编程语言和编译等相关的书籍（后面会介绍）。在我写过的代码中，总有一种感觉，不管我看过多少设计模式或者架构相关的资料，我总是觉得很难写出那种逻辑结构特别清晰的架构和代码，因此编程体验像是总有一个什么东西，堵在我的心里。</p><p>我们现代的项目开发使用的编程语言，或多或少大部分是和面向对象相关的，尽管看起来面向对象的本质是让我们更好地封装各自比较独立的逻辑，使大规模软件组织起来更加轻松：你不需要关心其他对象的内部逻辑就可以轻易地和它们一起组合起来协作。</p><p>然而实际上并不是这样，大部分面向对象编程语言会让人（特别是初学者）误以为编程就应该这样，它是在模拟真实世界的运行机制。那为什么这么完美的模型却没有产生这么完美的体验呢？直到最近一年多对面向对象的更多理解（特别是Erlang）才体会到其中一些问题。</p><p>知乎 </p><p><a href="https://www.zhihu.com/people/16d0cb25df98c0c909e60b135a5800c5" target="_blank" rel="noopener noreferrer">@大宽宽</a></p><p> 有一篇回答：<a href="https://www.zhihu.com/question/29888990/answer/703226836" target="_blank" rel="noopener noreferrer">如何看待Erlang之父Joe Armstrong觉得OO编程很烂？</a>，其中引用到Erlang之父Joe Armstrong的一段采访：<a href="https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/" target="_blank" rel="noopener noreferrer">Ralph Johnson, Joe Armstrong on the State of OOP</a></p><blockquote><p>Alan Kay himself wrote this famous thing and said <strong>&quot;The notion of object oriented programming is completely</strong> <a href="https://www.zhihu.com/search?q=misunderstood&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">misunderstood</a><strong>. It&#x27;s not about objects and classes, it&#x27;s all about messages</strong>&quot;. He wrote that and he said that the initial <a href="https://www.zhihu.com/search?q=reaction&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">reaction</a> to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.</p></blockquote><p>Alan Kay认为OOP的核心是关于消息，但是这样说其实我个人觉得并不太好理解到本质，因为消息更像是OOP这种设计下的一种机制或结果，而不是OOP本身的定义。我觉得OOP的本质应该是隔离，只有做到真正的隔离，才能真正降低系统的复杂度，因为绝对的隔离使得你完全不需要也不能了解另一个物体内部的运作，你们只需要通过一些外在的属性进行交互，我们的开发也仅需要了解这些简单的外在属性。现代大部分编程语言更强调的是object和class，认为对象的核心是关于封装，这本身也没有错，封装的目的也一定是为了让别人不需要关注你的内部细节，但问题在于，很多面向对象编程语言忽略了隔离的意义，为了方便程序员更灵活直接地获取数据和方法，提供一些机制，使得一个对象可以很轻易地访问到另一个对象内部的、跟其内部运作相关的数据或方法，这些原本是需要绝对隔离的。这种设计就使得隔离失去了意义，尽管我们可以指定规范要求自己以对象为单位进行绝对隔离，但是大部分情况下，我们很难做到一个很好的设计，最后的结果是程序内部对象之间相互耦合太多，不管是管理、维护、理解起来都是花费很大的精力。</p><p><img loading="lazy" alt="img" src="/assets/images/Robert_Virding_and_Joe_Armstrong-82ddcf57cc160dd3b30ce80b0351bb6b.jpg" width="1155" height="697" class="img_ev3q"></p><p>Erlang之父Joe Armstrong（右）</p><p>Erlang就采用了一种不同的机制，它从语言体系上就不允许对象之间能够直接访问内部数据或方法，每个函数都分配为独立的线程，线程之间只能通过消息进行传递和联系，这样程序员就很难写出耦合比较深的代码，同时这种隔离对并行计算和分布式也带来了好处。所以Joe Armstrong说，根据Alan Kay的描述，Erlang可能是唯一真正面向对象的编程语言：</p><blockquote><p>Erlang has got all these things. It&#x27;s got isolation, it&#x27;s got polymorphism and it&#x27;s got pure messaging. From that point of view, we might say it&#x27;s the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are about</p></blockquote><p>再回过来看面向对象的核心为什么是隔离，是因为真正的隔离机制才能保证避免耦合，才能降低软件复杂度，因为一个大型的软件系统有无数的对象，如果对象之间存在耦合的可能，那维护起来将是非常不容易的。而当你只提供了强隔离的机制，不让程序员能够很方便地获取另一个对象的引用，剩下的结果就是对象之间只能通过消息通信了，这就是Erlang的整个架构设计，这也是为什么Erlang是真正的面向对象编程语言。也因此，消息更像是隔离机制带来的结果。</p><p>就像现实世界一样，微观的每个原子内部都有自己特定的结构，原子之间相互作用形成分子，进一步形成宏观物体，宏观物体通过内部分子结构形成特定的外在属性，但是其他物体与之交互从来不需要了解其中的内部结构，这就是面向对象的美好世界，然而传统的面向对象编程模式则为了便利为一个对象访问另一个对象的内部结构开了一个口子，这个口子不仅破坏了面向对象的编程思想和精髓，也失去了其带来的好处。</p><p>尽管Erlang看起来是一种完美的架构，然而消息通信是一种操作起来不太便利的方式，比如为了进一步解耦它通常是传递字符串消息，字符串需要编解码，带来了性能问题；而另一方面消息编程模型通常是异步的，使得对逻辑的流程管理失去了控制力。Reality World在这两个方面都做了一些创新尝试，使得开发者既可以像传统的局部变量一样去方面其它对象的数据，又可以像Erlang一样拥有绝对的隔离，这种隔离带来编程复杂度上的减少，降低编程门槛。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="程序结构的复杂性">程序结构的复杂性<a href="#程序结构的复杂性" class="hash-link" aria-label="Direct link to 程序结构的复杂性" title="Direct link to 程序结构的复杂性">​</a></h3><p>对于编程语言本身而言，当前有很多Scratch编程平台，对于一个简单的任务：即只有少量输入和输出，且通常只有一个或少数几个函数的任务，大部分有一些基本逻辑和算术计算能力的人是可以在很短时间内学会的。这说明，单纯的逻辑计算并不复杂。</p><p>然而，真正的软件规模是非常大的，它往往是由众多的开发人员（这些开发人员甚至可能在地理位置上完全隔离）开发的几十甚至上百万行代码的组合，这种规模的软件程序显然不可能仅由简单的变量和函数构成，那样的话我们将很难管理错综交织、复杂的数据和函数引用。在《计算机程序的构造和解释》一书中指出，编程模型本质上要解决的是大规模软件构造的问题，不管是函数式编程还是面向对象编程模型。</p><p>为此，编程语言的设计者在数据和方法的基础上，添加了大量的抽象机制，例如类型、数据结构、继承、多态、重载、接口等等。这些机制的目标是要形成各种抽象，使得其他人员可以不需要关心一些实现细节，只需要关心与之交互的部分，即接口；当然除此之外，这种抽象也是帮助开发人员自身从逻辑上更好地管理自己所编写的众多代码。</p><p>然而正是这些为了帮助人们管理大规模软件构造的机制，提升了编程的门槛，例如非程序员肯定可以很快理解类和对象的概念，但是理解虚函数和多态就是另外一回事了。尽管这些机制的添加看起来是理所当然的，但是稍微深入理解一下编程语言的编译过程可以发现，这些机制通常是跟底层的编译机制相关的，而现代的编译流程又几乎是与底层的硬件架构有关的。例如继承的机制和限制，使得编译器可以计算正确的函数地址，例如你必须要从一堆复杂的代码中拿到一个对象的引用（这使得你不得不把多个代码文件交织在一起）才能正确地访问相应的方法，这使得程序几乎总是充满复杂的引用关系，尽管这看起来像是必须的，例如为了保证安全性，但某种程度上也是因为编译器必须要这样才能获得正确的对象地址，从而访问其中的数据和方法。但是如果仅仅是为了保证安全性，我们可以有很多机制，不是说我一定要每次亲自到一个店买到的东西才是绝对安全的，如果一个快递员本身是某种机制能够保证安全的，我就可以不用亲自去店里就可以获取到我想要的数据，这个时候我要关注的只是什么东西（数据类型），而不是实际物理地址（对象引用）。</p><p>从上面的分析，我们可以将程序的整个结构分为两个部分：其一是单个函数或者单个对象本身的相对比较简单的逻辑，其中可能仅仅涉及最基本的算术和逻辑计算；而另一部分则是为了帮助计算机编译系统（可能也是帮助程序员理解）构造大规模软件提供的一些信息。</p><p><img loading="lazy" alt="img" src="/assets/images/create-83a4808a18d663f143cd67c47dccbd84.png" width="2546" height="1427" class="img_ev3q"></p><p>Reality World在程序结构方面的目标，就是要提供一种系统架构，使得这种程序结构组织的复杂性被隐藏在编译系统和运行时内部，这样开发者就只需要关注最基本的逻辑和算术计算。我们通过提供一些额外的信息来使得运行时系统可以动态推导出一些构成大规模程序需要的结构。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化的数据管理">去中心化的数据管理<a href="#去中心化的数据管理" class="hash-link" aria-label="Direct link to 去中心化的数据管理" title="Direct link to 去中心化的数据管理">​</a></h3><p>除了编程语言语法和程序结构之外，还有一个通常容易忽略的问题，或者说因为目前编程的大部分都是专业程序员，这个问题看起来理所当然。那就是关于数据管理。数据管理是一个非常重要的问题，因为它既关乎程序的复杂度，又关乎前面提到的互操作性。</p><p>在应用开发中，开发者既需要编写逻辑代码，还需要处理数据管理：数据在什么时候初始化，在那个代码逻辑处初始化，从哪里获取数据进行初始化，对象被修改了怎样保存数据等等，甚至包括为了考虑缓存性能所做出的一些处理，这些工作是非常繁琐的。除此之外，开发者几乎总是还要关心存储，除非是仅存储在本地，否则还需要设置服务器存储和获取一些数据。这些工作对于普通的用户开发应用程序而言都是比较困难的事情。</p><p><img loading="lazy" alt="img" src="/assets/images/graphql-b82a89e1f03ad72a5c43b193911c69a7.png" width="1610" height="399" class="img_ev3q"></p><p>GrapQL</p><p>所以结合上述的程序结构化的自动管理，一种好的策略是程序的数据也可以自动管理，这样就使开发者仅关注一个个独立的基本逻辑和流程，所有涉及到或者说只是编译器或编译系统需要的管理都应该尽可能交给运行时。GraphQL在这方面做出了一些比较好的尝试，开发者只需要告知一个想要的数据类型，就可以很方便的获取到对应的数据，而将这些数据背后的复杂逻辑隐藏起来。</p><p>除了数据本身的管理，数据还涉及到互操作性的问题，用户希望自己一个应用的数据可以被其他应用方便地访问，这些机制都是和数据的管理过程及其设计息息相关的。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="为ai而生的应用程序构造方法">为AI而生的应用程序构造方法<a href="#为ai而生的应用程序构造方法" class="hash-link" aria-label="Direct link to 为AI而生的应用程序构造方法" title="Direct link to 为AI而生的应用程序构造方法">​</a></h2><p><img loading="lazy" alt="img" src="/assets/images/5-25bf33bec4ab499cbb1f75fe4af6dc4e.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World的程序结构与文本合成是类似的</p><p>ChatGPT席卷了整个世界，或者至少是科技圈，不管是从资本，国企，民企，程序员个人等等都是受到很大的影响，当然也有像我们小孩的妈妈，以及他妈妈的朋友，目前还不太了解ChatGPT是干什么的。</p><p>我于2022年4.30日从华为离职并开始研究和设计Reality World的架构，那个时候的热点还是元宇宙。那个时候，由于没有现在大模型的这种能力，我们当然也没有主要去思考AI方面的，但是从我们自己的设计思路上，我和我们公司的2号员工，在2020年的时候就思考和讨论将来怎样让AI写代码，当然我们说的不是现在这种基于大模型来生成文本的方式生成代码。</p><p>但大模型确实加速了我们的一些想法。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="软件复用与可组合性">软件复用与可组合性<a href="#软件复用与可组合性" class="hash-link" aria-label="Direct link to 软件复用与可组合性" title="Direct link to 软件复用与可组合性">​</a></h3><p>我们起初的目标是让普通人可以编写代码并构造一个完整的应用程序。这也是我们前面第3部分讨论的内容。然而比较巧合和惊讶的是，至少从我们的设计思路上看：<strong>让普通人会编写代码与让AI编写代码的逻辑是类似的。</strong></p><p>逻辑和流程，本质上都是可以用语言表述的，因此我们人类的任何信息与智慧，当然也可以使用自然语言进行描述。然而语言文字是一种面向人类的信息载体，它是为了便于人类之间进行信息交流而设计的，所以它可能不那么严谨，甚至没有太多结构性，人们之间需要信息编解码，编解码的效率和能力可能差异都非常巨大。而程序，则是在自然语言基础之上加入更多的结构性，它在表述和记载逻辑的同时，可以直接与计算机和其他程序进行沟通，这就使得人类大脑中的逻辑不光可以用于人与人之间的信息交流，还可以更直接地转化为生产力。</p><p>然而要让AI能够生成代码，这件事情肯定是非常复杂的，当然由于ChatGPT的出现相信现在大部分程序员都能够感受到AI的代码生成能力，有些人比较坚信AI能够代替程序员生成程序，有些人则悲观一些，至少在短期内。</p><p>这里暂且不争论AI到底能不能或者什么时候替代程序员，我们回到问题本身。传统的文本合成，计算的是文字与文字之间，句子与句子之间的组合概率，这里有两个事情值得注意：第一是任何字之间都可以组合，所以ChatGPT总是可以给我们答案，哪怕其中的句子组合和逻辑是完全错误的；第二是一般常用于表述正确语法和语义的哪些文字信息是非常多的，也就是说ChatGPT理解我们一般的比较大众化的语义是很容易做到的。</p><p>计算机程序在这两个层面都与一般的文本知识信息不同：首先两段代码是不能简单合成的，两个代码之间在单纯地像两段文字放在一起之外，还需要处理参数的数量，参数的名称，类型，变量从哪里获取，API从哪里获取等等，这远远超出简单文字合成的范围。你可以合成一个文本组合的源代码结果，但是其中的逻辑可能完全是错误的，函数是不存在的，参数是错误的。因此目前来讲，大部分AI还是用于辅助比较局部、独立的代码生成，检查，提示等等，距离构造复杂一点的逻辑显然还缺乏一些基础。当然这并不妨碍它现在就可以作为一个不错的助手。</p><p>我们在Reality World的设计过程中，为了要让普遍用户可以构造程序，将程序的整个构造过程做了多处调整，从类型定义，数据初始化和管理，互操作性，程序结构的推演，线程隔离等等。其中还有一个重要的方面就是组合性，这种组合性使得两个相关的组件，不需要用户手动添加任何参数或者输入输出的设置，就可以正确地构造程序，例如如下的这段复杂的逻辑，整个Graph的节点是不需要用户连接的，全部是自动生成。</p><p><img loading="lazy" alt="img" src="/assets/images/4-c18cbdad8df763f282adf9e615337ed8.jpg" width="3356" height="2096" class="img_ev3q"></p><p>整个程序的连接关系是自动推导的</p><p>这样的组合性看起来是不可思议的，这里我不会讨论具体的实现方式，但是可以这样想象一下：编译器对于一个程序的所有源代码，本来就是首先当成一个个独立的模块进行编译的，只不过编译器除了编译每个指令本身，还使用一些符号表记载了所有外部模块引用的关系和地址，然后在链接阶段将这些地址修改为最终的绝对地址。从这里可以看到，程序的结构是有可能以更底层的方式去完成，而不是把这部分交给程序员。</p><p>这样的组合能力，使得程序的构造过程变成了单纯的合成，没错，这个合成的方式跟文本合成是非常相似的：它们仅仅是放到一起，不需要指定额外的程序结构信息，例如参数，变量，函数地址等等。这样我们就有机会让AI去生成程序，这里AI只需要从一般的文字意义上去理解组件的语义，并给出组件合成序列，而底层的运行时引擎将这些序列转化为真正的程序。</p><p>与直接ChatGPT构造程序代码不同的是，这里的代码一旦被构造，就是正确的，可以运行的，而不需要人去检查其中可能存在的程序逻辑的错误。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向ai的编程系统">面向AI的编程系统<a href="#面向ai的编程系统" class="hash-link" aria-label="Direct link to 面向AI的编程系统" title="Direct link to 面向AI的编程系统">​</a></h3><p>显然，与直接让AI构造复杂的程序逻辑相比，更好的使用方式可能是AutoGPT或者OpenAI的插件系统，在这种架构中，AI更多是负责比较通用的一些语义理解，然后把具体的一些与领域系统的交互交给专门的插件去解决。</p><p>然而在OpenAI的Plugin系统中，每个Plugin是一个特定的应用，尽管这种描述好的调用逻辑使得ChatGPT可以正确地调用各个应用软件的接口，但如果你的使用本身是要在多个plugin之间建立一些比较复杂的逻辑和流程，或者说我们想构造任意的应用程序，把每个plugin接口当作组件，这就又会回到让AI编写逻辑代码的问题。</p><p>相对于这种Plugin系统，Reality World提供的不是一个单个plugin，而是一种通用编程能力，它可以理解为是一种面向AI的编程系统，因为AI发出的文本序列，会被Reality World当作输入，然后按照程序构造的逻辑去检索相应的组件并组合构造，这样的程序要么是构造不出来的，要么就是至少能够成功运行的，而剩下的正确性问题就取决于组件描述的准确性和AI对语义的理解了。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="拥抱rust">拥抱Rust<a href="#拥抱rust" class="hash-link" aria-label="Direct link to 拥抱Rust" title="Direct link to 拥抱Rust">​</a></h2><p>我原本以为的开发周期还是会比较长的，毕竟设计的系统设计还是非常复杂的。早先我使用的是C++/C进行开发，进行了一些简单的语言包装和编译流程定制。因为我们2号员工一直是Rust爱好者，一直在鼓动我使用Rust，虽然之前看过Rust的一些介绍，但是感觉还是没有特别的动力去完全切换到Rust。</p><p>后来因为某些原因最终还是选择使用Rust进行开发，开始也是有些不习惯，但是在逐步学习和使用过程中感受到了Rust的好处，这里给大家分享和推荐一下。</p><p>Rust对我而言最大的好处和体验是，迭代速度比较快，这符合我现在的需求。只要代码编译通过，几乎不会花时间去排查一些比较诡异，甚至需要小心翼翼地断步调试才能发现问题的bug，一般有bug就基本上大部分还是逻辑问题，而且Rust编译器可以比较精准地告诉你问题的位置，基本上一看提示就知道该怎么改代码了。</p><p>当然缺点主要是大家讨论比较多的限制了，你得很小心翼翼地设计整个程序的架构，如果像传统C++那样到处是相互引用显然几乎肯定是你完全没法通过编译器，你得设计好整个程序对象的结构，这里推荐Bevy引擎就是非常好的架构，这样的架构几乎能解决大部分相互引用的问题。</p><p>第二个比较大的问题是多次引用和借用的问题了，这个问题相对好解决一点，首先架构好会少掉很多这种问题；其次对于局部的一些方法，实在是不可避免的，万能大法就是复制数据就好，这个也不需要完全回避，毕竟在C++中也经常会存在对象复制；再有稍微复杂一点就是使用move，先将数据move出来，然后进行操作之后再填回去，如果你能保证没有并发问题，这种思路也是一种方法。</p><p>最后，关于有些人会觉得，像Rust这样强迫开发者过早关注架构会影响快速迭代。这一点我不是很赞同，因为任何一个项目，快速迭代也是要正确运行的，而且如果项目本身思考着足够多，或者项目最终肯定是要上线使用的，我觉得慢一点一边迭代一边就把代码架构写的更好，也许最终是一件更好的事情。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="我这一年的创作过程">我这一年的创作过程<a href="#我这一年的创作过程" class="hash-link" aria-label="Direct link to 我这一年的创作过程" title="Direct link to 我这一年的创作过程">​</a></h2><p>我从2022年4.30日从华为离职，几乎整整一年时间全部都在思考整个系统的设计，以及后期的开发。刚开始2个月，思路还不是特别清晰，只是在不停、疯狂地看书，我几乎把所有能买到的中文跟编程语言和编译相关的书都看了一面。当然我不会逐字逐句慢慢看，都是飞快地浏览，并且脑袋中高速运转着，随时都想着我脑袋中的哪些问题怎么解决，这样带着问题看书的好处是，只要知识之间有一点的相关性，就能够非常敏锐地捕捉并关联上，然后再对这块知识进行深入学习，最终可以跳出单纯的知识本身去应用这些知识，甚至将一种知识的思维用来解决另一个问题。</p><p>整个一年中，我阅读了超过50本相关的书籍，并且大部分比较相关的知识都是反复阅读的。</p><p>早期我习惯使用iPhone的备忘录app记录一些想法，这种方式比较方便，任何时候想到一点东西就可以记下来，很多时候晚上半夜都会起来记录，确实有些东西很快就是可以忘记的。后来体系比较完整的时候我逐步将这些信息整理到Markdown中，并逐步积累，现在整个系统的设计和思考已经超过22万字，整整400多页，里面包含了非常多的技术理解和思考。等适当的时候我会将这些内容整理成图书出版。</p><p>豆瓣上我列了个top 10的图书榜单，编程相关的是：《编译原理》、《Erlang程序设计（第2版）》、《编程语言实现模式》、《游戏机制》、《链接器与加载器》、《Data-oriented design》、《函数式编程思维》、《凤凰架构》。</p><p>除了图书，一些技术架构对我影响比较大的是：Erlang、USD、LLVM、MLIR、ECS、Web Assembly、Machinations、《堡垒之夜》、Snapchat、Bevy等等。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于商业模式">关于商业模式<a href="#关于商业模式" class="hash-link" aria-label="Direct link to 关于商业模式" title="Direct link to 关于商业模式">​</a></h2><p>可能很多朋友会关心你的商业模式是什么，这里我不想讨论这个问题，目前只跟投资人之间才会讨论这个问题，我当然有很多思考，但是在缺乏很多背景下，我觉得现在在公众场合讨论还是太早。当然我不会介意大家讨论。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="参与reality-world开发">参与Reality World开发<a href="#参与reality-world开发" class="hash-link" aria-label="Direct link to 参与Reality World开发" title="Direct link to 参与Reality World开发">​</a></h2><p>毫无疑问，Reality World涉及到很多技术思维，甚至包含一些创新尝试，我相信参与这个项目本身肯定会学到很多知识。但现阶段还不能正式公布，我们预计会在6个月左右，在内部迭代一些版本再正式公布，所以在这个阶段我也不会在公众场合讨论太多具体的技术细节。因为在中国做这种事情是非常不容易的，网络上会有各种各样的声音，我不希望受这种干扰，为了把这件事情做成，需要一颗安静的心。</p><p>如果你对Reality World感兴趣，你可以联系我，私人之间有时候我会讨论一些技术。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于融资">关于融资<a href="#关于融资" class="hash-link" aria-label="Direct link to 关于融资" title="Direct link to 关于融资">​</a></h2><p>坦白说，到目前为止，我还没有拿到任何投资，曾经有非常顶级的资本聊了很久，合伙人也非常认可这个项目的价值，但到现在还没有谈定。在早期，我肯定犯了很多错误，例如对项目的规划，估值预期，甚至表达等等都还是存在一些问题，当然也是一种成长；此外去年又遇到疫情，还有，你懂的，今年的ChatGPT...</p><p>总之，后续的开发肯定还是需要团队和资本，我一个人很难这样一直持续下午，欢迎各位感兴趣的资本、开发者甚至加油助威的朋友与我联系。</p><p>微信：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="后记">后记<a href="#后记" class="hash-link" aria-label="Direct link to 后记" title="Direct link to 后记">​</a></h2><p>在这一年过程中，我跟很多不同的朋友有过很多交流，很多朋友都在鼓励和支持，希望，最终不会辜负你们！</p></div><footer class="row docusaurus-mt-lg blogPostFooterDetailsFull_mRVl"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/blog/tags/reality-world">Reality World</a></li></ul></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Blog post page navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/blog/conversational-computing"><div class="pagination-nav__sublabel">Newer Post</div><div class="pagination-nav__label">Conversational computing: a new programming model empower LLM applications</div></a></nav></main><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#reality-world不是什么" class="table-of-contents__link toc-highlight">Reality World不是什么？</a><ul><li><a href="#reality-create的核心不是一个游戏引擎" class="table-of-contents__link toc-highlight">Reality Create的核心不是一个游戏引擎！</a></li><li><a href="#reality-world当然也不是元宇宙项目" class="table-of-contents__link toc-highlight">Reality World当然也不是元宇宙项目</a></li></ul></li><li><a href="#构建一个互操作的数字世界" class="table-of-contents__link toc-highlight">构建一个互操作的数字世界</a><ul><li><a href="#更轻量级的隔离技术" class="table-of-contents__link toc-highlight">更轻量级的隔离技术</a></li><li><a href="#互操作性的本质是应用碎片化的问题" class="table-of-contents__link toc-highlight">互操作性的本质是应用碎片化的问题</a></li></ul></li><li><a href="#新的应用程序构造方法" class="table-of-contents__link toc-highlight">新的应用程序构造方法</a><ul><li><a href="#面向对象的本质是隔离" class="table-of-contents__link toc-highlight">面向对象的本质是隔离</a></li><li><a href="#程序结构的复杂性" class="table-of-contents__link toc-highlight">程序结构的复杂性</a></li><li><a href="#去中心化的数据管理" class="table-of-contents__link toc-highlight">去中心化的数据管理</a></li></ul></li><li><a href="#为ai而生的应用程序构造方法" class="table-of-contents__link toc-highlight">为AI而生的应用程序构造方法</a><ul><li><a href="#软件复用与可组合性" class="table-of-contents__link toc-highlight">软件复用与可组合性</a></li><li><a href="#面向ai的编程系统" class="table-of-contents__link toc-highlight">面向AI的编程系统</a></li></ul></li><li><a href="#拥抱rust" class="table-of-contents__link toc-highlight">拥抱Rust</a></li><li><a href="#我这一年的创作过程" class="table-of-contents__link toc-highlight">我这一年的创作过程</a></li><li><a href="#关于商业模式" class="table-of-contents__link toc-highlight">关于商业模式</a></li><li><a href="#参与reality-world开发" class="table-of-contents__link toc-highlight">参与Reality World开发</a></li><li><a href="#关于融资" class="table-of-contents__link toc-highlight">关于融资</a></li><li><a href="#后记" class="table-of-contents__link toc-highlight">后记</a></li></ul></div></div></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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stands for An engine of complexity, or an cognitive computing engine, or conversational computing engine.</p><p>And you can deploy it yourself within your own application.</p></div><div class="intro__buttons margin-top--lg"><a class="button button--lg button--primary" href="/">Read More</a></div></div></div><div class="col col--6"><div class="col-demo"><div class="hero__image hero__image__mobile"><img src="/img/home/cogine.png" style="width:500px"></div></div></div></div></div><section class="page__section" style="background-color:white"><div class="container"><h2 class="section__header text--center" style="padding:10px;color:#444950">Computing Innovation</h2><div style="margin-top:30px"><div class="row"><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Conversational</h4><p style="font-size:15px;color:#444950">Code can talk to user, system or other agents to ask more information at any function location, the agent will be paused and continue to run when got response.</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Interoperability</h4><p style="font-size:15px;color:#444950">Agents written by different developers could be running in a same memory environment and interoperate with each other with the permission of user.</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Self-evolving</h4><p style="font-size:15px;color:#444950">The agents are working in a collaborated way and user could custimize it&#x27;s personal composation to make the whole system self-evolving and emerge digital intelligence.</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Logic-abstraction</h4><p style="font-size:15px;color:#444950">We re-organized the whole program to make developers focused on logic of busniess and forget about the hardware, data and programing language abstraction.</p></div></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row-reverse"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>Multi-agent conversational collaborating framework</h2><div><p>Agents can commnuicating with user, system and other agents in a very simple way which provides the ability to finish a task in a collaberating way.</p><p>In a LLM-powered application, the inputs of a function is semantic instead of structured data, which brings uncertainty and needs conversational way to get more information. For solve this problem, we propose a new concept and a novel architecture called &quot;Conversational computing&quot; for the first time in the world, to make any function can be paused and conversational commnuicating with user, system and other agents to get full information it needs without extra works.</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">Read More</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><svg width="493.193" height="166.194" viewBox="0 0 130.491 43.972" xml:space="preserve" xmlns="http://www.w3.org/2000/svg" style="width:600px;height:auto"><defs><marker style="overflow:visible" id="e" refX="0" refY="0" orient="auto-start-reverse" markerWidth="1" markerHeight="1" viewBox="0 0 1 1" preserveAspectRatio="xMidYMid"><path transform="scale(.5)" 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style="overflow:hidden;fill:#b2b2b2;fill-opacity:1"><path d="M932.881 1111.234a256 256 0 1 0-316.586 0 426.667 426.667 0 0 0-265.387 349.014 42.924 42.924 0 0 0 85.333 9.386 341.333 341.333 0 0 1 678.4 0 42.667 42.667 0 0 0 42.667 37.974h4.693a42.667 42.667 0 0 0 37.547-46.934 426.667 426.667 0 0 0-266.667-349.44zm-158.293-30.293a170.667 170.667 0 1 1 170.667-170.667 170.667 170.667 0 0 1-170.667 170.667Z" style="fill:#b2b2b2;fill-opacity:1" transform="matrix(.01474 0 0 .01474 30.095 132.597)"></path></g><rect style="fill:#b2b2b2;stroke:#3f3f3f;stroke-width:0.292262;stroke-linecap:round;stroke-miterlimit:2.9;paint-order:markers fill stroke" width="15.587" height="7.589" x="97.419" y="134.404" ry="1.711"></rect><rect style="fill:#b2b2b2;stroke:#3f3f3f;stroke-width:0.34289;stroke-linecap:round;stroke-miterlimit:2.9;paint-order:markers fill stroke" width="21.599" height="7.539" x="120.877" y="134.348" ry="1.7"></rect><rect style="fill:#b2b2b2;stroke:#3f3f3f;stroke-width:0.292262;stroke-linecap:round;stroke-miterlimit:2.9;paint-order:markers fill stroke" width="15.587" height="7.589" x="150.02" y="134.039" ry="1.711"></rect></g></svg></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>An engine of complexity to emerge intelligence</h2><div><p>In biology or social economic syetm, many agreements have come to that the intelligence of the system come from the emergence mechanism of the complex system theory.</p><p>In computer science and engineering, applications are isolated each other for data security and some other business reasons. The lack of interoperability make the applications non-cooperative and hence none-intelligent. We re-organized the structure and execution of software contruction process to provide a interopability-native architecture to form an engine of complexity.</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">Read More</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><img src="/img/home/complex.jpg" style="height:auto;width:600px"></div></div></div></div></div></section><section class="page__section"><div class="container"><h2 class="section__header text--center" style="padding:10px">Join our developer community</h2><p class="text--center" style="white-space:pre-wrap">Open-source is in the ❤ of Reality World.
+<div role="region" aria-label="Skip to main content"><a class="skipToContent_fXgn" href="#__docusaurus_skipToContent_fallback">Skip to main content</a></div><div class="announcementBar_mb4j" role="banner"><div class="content_knG7 announcementBarContent_xLdY"><a target="_blank" rel="nofollow noopener noreferrer" href="https://github.com/Cogine/RealityWorld">⭐ We are going open source on GitHub</a></div></div><nav aria-label="Main" class="navbar navbar--fixed-top"><div class="navbar__inner"><div class="navbar__items"><button aria-label="Toggle navigation bar" aria-expanded="false" class="navbar__toggle clean-btn" type="button"><svg width="30" height="30" viewBox="0 0 30 30" aria-hidden="true"><path stroke="currentColor" stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" d="M4 7h22M4 15h22M4 23h22"></path></svg></button><a class="navbar__brand" href="/"><div class="navbar__logo"><img src="/img/logo/reality-world.svg" alt="Reality World" class="themedImage_ToTc 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c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-community-current,docs-default-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container margin-vert--xl"><div class="row"><div class="col col--6"><div class="col-demo"><div style="display:flex;gap:5px;flex-wrap:nowrap;align-items:center"><h1 class="hero__title">Cogine</h1></div><div class="hero__subtitle margin-top--lg"><p>Cogine is the virtual machine and base framework of Reality World, it defined a standard agent(a micro-program) format, and it can load and run multi-agent dynamically with the ability to interoperate and communicate with each other.</p><p>The term Cogine stands for An engine of complexity, or an cognitive computing engine, or conversational computing engine.</p><p>And you can deploy it yourself within your own application.</p></div><div class="intro__buttons margin-top--lg"><a class="button button--lg button--primary" href="/">Read More</a></div></div></div><div class="col col--6"><div class="col-demo"><div class="hero__image hero__image__mobile"><img src="/img/home/cogine.png" style="width:500px"></div></div></div></div></div><section class="page__section" style="background-color:white"><div class="container"><h2 class="section__header text--center" style="padding:10px;color:#444950">Computing Innovation</h2><div style="margin-top:30px"><div class="row"><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Conversational</h4><p style="font-size:15px;color:#444950">Code can talk to user, system or other agents to ask more information at any function location, the agent will be paused and continue to run when got response.</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Interoperability</h4><p style="font-size:15px;color:#444950">Agents written by different developers could be running in a same memory environment and interoperate with each other with the permission of user.</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Self-evolving</h4><p style="font-size:15px;color:#444950">The agents are working in a collaborated way and user could custimize it&#x27;s personal composation to make the whole system self-evolving and emerge digital intelligence.</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Logic-abstraction</h4><p style="font-size:15px;color:#444950">We re-organized the whole program to make developers focused on logic of busniess and forget about the hardware, data and programing language abstraction.</p></div></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row-reverse"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>Multi-agent conversational collaborating framework</h2><div><p>Agents can commnuicating with user, system and other agents in a very simple way which provides the ability to finish a task in a collaberating way.</p><p>In a LLM-powered application, the inputs of a function is semantic instead of structured data, which brings uncertainty and needs conversational way to get more information. For solve this problem, we propose a new concept and a novel architecture called &quot;Conversational computing&quot; for the first time in the world, to make any function can be paused and conversational commnuicating with user, system and other agents to get full information it needs without extra works.</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">Read More</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><svg width="493.193" height="166.194" viewBox="0 0 130.491 43.972" xml:space="preserve" xmlns="http://www.w3.org/2000/svg" style="width:600px;height:auto"><defs><marker style="overflow:visible" id="e" refX="0" refY="0" orient="auto-start-reverse" markerWidth="1" markerHeight="1" viewBox="0 0 1 1" preserveAspectRatio="xMidYMid"><path transform="scale(.5)" 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style="fill:#b2b2b2;stroke:#3f3f3f;stroke-width:0.292262;stroke-linecap:round;stroke-miterlimit:2.9;paint-order:markers fill stroke" width="15.587" height="7.589" x="150.02" y="134.039" ry="1.711"></rect></g></svg></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>An engine of complexity to emerge intelligence</h2><div><p>In biology or social economic syetm, many agreements have come to that the intelligence of the system come from the emergence mechanism of the complex system theory.</p><p>In computer science and engineering, applications are isolated each other for data security and some other business reasons. The lack of interoperability make the applications non-cooperative and hence none-intelligent. We re-organized the structure and execution of software contruction process to provide a interopability-native architecture to form an engine of complexity.</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">Read More</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><img src="/img/home/complex.jpg" style="height:auto;width:600px"></div></div></div></div></div></section><section class="page__section"><div class="container"><h2 class="section__header text--center" style="padding:10px">Join our developer community</h2><p class="text--center" style="white-space:pre-wrap">Open-source is in the ❤ of Reality World.
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c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-default-current,docs-community-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><p>这里对本项目开源相关的事项进行解释和说明。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源背景">开源背景<a href="#开源背景" class="hash-link" aria-label="Direct link to 开源背景" title="Direct link to 开源背景">​</a></h2><p>开源，我认为是软件技术发展的最好的形式，尤其是比较底层的基础设施。其中不光是因为开源能够聚集更多的开发力量和吸收新的创新思维，另一个重要原因是提升应用的透明度。从用户隐私保护、去中心化、以及平台型的基础设施等角度，开源几乎是能够给予上述问题唯一的答案。</p><p>我自Reality World设计的第一天就决定以后会将它彻底开源，但是由于它的一些技术上的复杂性，我觉得还是需要自己以创业的形式先做到一定的程度，再去发布给社区，这样社区能够比较容易地理解它的目的和意义，从而能够更好地参与。然而经过过去一年半的尝试，我还是很难在国内找到资金能够支持这件事情（我会分享我这一年的创业经历，希望能够对希望从技术进行创新的小伙伴一些经验和启示），再加上这个技术还处于非常早期的阶段，这可能不是我一个人或者一个公司的力量可以实现的，所以现在决定把过去的工作完全开源给社区，希望借助社区的力量去发展。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源目的">开源目的<a href="#开源目的" class="hash-link" aria-label="Direct link to 开源目的" title="Direct link to 开源目的">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="Direct link to License" title="Direct link to License">​</a></h2><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="特别说明">特别说明<a href="#特别说明" class="hash-link" aria-label="Direct link to 特别说明" title="Direct link to 特别说明">​</a></h2><p>如果阅读了白皮书，相信可以感受都其中涉及的知识的复杂性，所以这里开源的必然不是一个成熟的产品，本项目具有更多探索性质。它更多提供的是一种技术思路，如果要使这种技术愿景成为现实，可能还需要社区持续做出很多思考和贡献。也许最后演变出来的东西会完全不一样，但是如果本项目在其中起到了很大的一些作用，也是一种价值体现。后面我们也提供了一种《建议的产品化路径》来帮助企业思考怎样去更快地接入业务产品。</p></article></div><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#开源背景" class="table-of-contents__link 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c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-community-current,docs-default-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><p>这里对本项目开源相关的事项进行解释和说明。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源背景">开源背景<a href="#开源背景" class="hash-link" aria-label="Direct link to 开源背景" title="Direct link to 开源背景">​</a></h2><p>开源，我认为是软件技术发展的最好的形式，尤其是比较底层的基础设施。其中不光是因为开源能够聚集更多的开发力量和吸收新的创新思维，另一个重要原因是提升应用的透明度。从用户隐私保护、去中心化、以及平台型的基础设施等角度，开源几乎是能够给予上述问题唯一的答案。</p><p>我自Reality World设计的第一天就决定以后会将它彻底开源，但是由于它的一些技术上的复杂性，我觉得还是需要自己以创业的形式先做到一定的程度，再去发布给社区，这样社区能够比较容易地理解它的目的和意义，从而能够更好地参与。然而经过过去一年半的尝试，我还是很难在国内找到资金能够支持这件事情（我会分享我这一年的创业经历，希望能够对希望从技术进行创新的小伙伴一些经验和启示），再加上这个技术还处于非常早期的阶段，这可能不是我一个人或者一个公司的力量可以实现的，所以现在决定把过去的工作完全开源给社区，希望借助社区的力量去发展。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源目的">开源目的<a href="#开源目的" class="hash-link" aria-label="Direct link to 开源目的" title="Direct link to 开源目的">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="Direct link to License" title="Direct link to License">​</a></h2><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="特别说明">特别说明<a href="#特别说明" class="hash-link" aria-label="Direct link to 特别说明" title="Direct link to 特别说明">​</a></h2><p>如果阅读了白皮书，相信可以感受都其中涉及的知识的复杂性，所以这里开源的必然不是一个成熟的产品，本项目具有更多探索性质。它更多提供的是一种技术思路，如果要使这种技术愿景成为现实，可能还需要社区持续做出很多思考和贡献。也许最后演变出来的东西会完全不一样，但是如果本项目在其中起到了很大的一些作用，也是一种价值体现。后面我们也提供了一种《建议的产品化路径》来帮助企业思考怎样去更快地接入业务产品。</p></article></div><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#开源背景" class="table-of-contents__link 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 <title data-rh="true">文档说明 | Creating an intelligent reality with AI</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:image" content="https://realityworld.com/img/website-preview-image.png"><meta data-rh="true" name="twitter:image" content="https://realityworld.com/img/website-preview-image.png"><meta data-rh="true" property="og:url" content="https://realityworld.com/docs/intro"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="文档说明 | Creating an intelligent reality with AI"><meta data-rh="true" name="description" content="本文档下面的所有内容，是我自2022年4月从华为离职之后，整整一年多的技术思考和探索的过程，这部分不是完整的文档，大部分都是以笔记的形式记载，所以存在不连贯，甚至有些内容我认为太简单以至于不需要记录的时候，这部分甚至都没有内容。"><meta data-rh="true" property="og:description" content="本文档下面的所有内容，是我自2022年4月从华为离职之后，整整一年多的技术思考和探索的过程，这部分不是完整的文档，大部分都是以笔记的形式记载，所以存在不连贯，甚至有些内容我认为太简单以至于不需要记录的时候，这部分甚至都没有内容。"><link data-rh="true" rel="icon" href="/img/logo/reality-world.svg"><link data-rh="true" rel="canonical" href="https://realityworld.com/docs/intro"><link data-rh="true" rel="alternate" href="https://realityworld.com/docs/intro" hreflang="en"><link data-rh="true" rel="alternate" href="https://realityworld.com/zh/docs/intro" hreflang="zh"><link data-rh="true" rel="alternate" href="https://realityworld.com/docs/intro" hreflang="x-default"><link rel="alternate" type="application/rss+xml" href="/blog/rss.xml" title="Creating an intelligent reality with AI RSS Feed">
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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.3 技术优势</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>1.3 技术优势</h1></header><h2 class="anchor anchorWithStickyNavbar_LWe7" id="无代码交互内容创作">无代码交互内容创作<a href="#无代码交互内容创作" class="hash-link" aria-label="Direct link to 无代码交互内容创作" title="Direct link to 无代码交互内容创作">​</a></h2><p>现在大部分应用都是在设计一个特定场景，提供官方特定的应用、规则或玩法，跟游戏的思路类似，更强调用户的体验</p><p>除了游戏引擎，能让用户创作的只有Roblox 只类型的</p><p>能够面向普通用户，且针对交互内容进行创作的，只有一家，它是未来最基础的模式和能力，当前没有一家在这个层面，独此一家</p><p>用户可以基于RealityWorld 创作游戏，或者简单的作品，跟Roblox 一样，但是它通过两个门槛以及丰富创作的类别，让更多普通用户可以参与，从而大大增加用户群，使得开发者在这个平台上开发游戏有可能具有更大的用户群</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="代码复用机制">代码复用机制<a href="#代码复用机制" class="hash-link" aria-label="Direct link to 代码复用机制" title="Direct link to 代码复用机制">​</a></h2><p><strong>CreationXR runtime，</strong>可以被任意第三方app集成</p><p>他颠覆了传统开发者生态的方式，传统的小程序或者Roblox 或者Snapchat 只能集中式，只有平台一个入口，而像Niantic 这种仅开放底层能力：</p><ul><li>开发者接入实际很困难，因为要调用众多的API</li><li>每个app接入的方式存在冗余，重复，这部分可以共享</li><li>每个app接入的方式不一样，因此每个app开发的功能本质上类似，但是3D部份却要重复开发，例如要接入预览流等等</li><li>无法在自己的app里面共享一套开发标准，Unity不算标准，因为他更偏低层，没有定义太多规范，导致每个人开发不一样，而RealityCreate 是高度规范化的</li></ul><p>这使得第三方开发者可以共享RealityCreate 高度规范化的流程，又可以最简单的成本和方式接入自己app，从而是开发者聚焦创作本身，同时能享受云原生，用户协作等等所有Creation XR得好处</p><p>这样也可以避免in-house 引擎的问题，in-house 引擎主要的问题是不能被其他app简单使用，有固定的流程，这样：</p><ul><li>既可以按照in-house 的做法快速提升自己的差异性，而避免陷入Unreal和Unity 那样的通用引擎</li><li>又能像Unity一样被用于开发独立应用</li><li>还抓住了生态</li></ul><p>这种模式还有一个好处，除了应用部署本身，他还提供如应用的统计分析等功能，应用的存储，这些原本都是要开发者自己去对接的，传统的应用开发看有多么复杂：</p><ul><li>开发者自己自己Unity开发app程序，其中包括大量的美术资源和逻辑开发是每个游戏开发者比较重复的</li><li>自己打包部署，这要求一些平台层的技巧和经验，这些其实超出了开发者对内容的聚焦，除了内容和玩法，一个游戏创业公司还需要花很多资源</li><li>然后还需要对接各种SDK，包括端侧的和云侧的，而各种SDK都要公司自己学习，并且不同公司之间这些工作也是重复的，但是每个公司都的招人去挖坑，有时候这些反而成为一些小团队比较阻碍发布的一些障碍</li><li>后期的运维也需要一些精力和人力也自己开发经验的投入</li></ul><p>总之，游戏开发团队花了较多的精力在一些繁琐的事情上，而且公司之间的这些能力本可以共享的，开发者本应该聚焦内容开发</p><p>原因是因为开发者要自己发布app，所以没有办法去统一集成一些东西，这些东西本身没有标准，很难统一</p><p>当然大的应用本身需要更灵活的能力，有太多限制反而不利于开发，但是对于一些小内容，尤其是个人内容，这是可行的，而且个人开发者需要这样的生态</p><p>Roblox 就是做了这些事情，应用开发者不需要担心其他事情，但：</p><ul><li>它不支持Roblox之外的分发</li><li>它不支持链接的方式分享</li><li>编程模型不一样</li><li>主要面向PC和手机，没有针对XR的算法层接口封装</li><li>编程模型不一样所以不可能支持XR设备创作</li><li>还是典型的专业开发+普通用户玩的模式，没有普通用户的创建模式和创造体验</li></ul><p><strong>以此为基础，构建微服务架构</strong></p><p>美术资源的重复问题</p><ul><li>传统互动内容最重要的是玩法、故事，美术相对不是最核心的</li><li>美术资源能够提供独特的视觉语言，但是这些视觉语言更多是风格化的类型，例如在同一种写实风格类型下，玩家对不同的场景感知的差异就会小很多</li><li>美术场景通过程序化生成方法是能提供较好的差异性和独特性的</li><li>如果这种程序化方法更加支持风格化，那么就能满足上述的需求</li><li>风格化主要表现为纹理或者基础材质，有时网格也有一定的差异，但是这都可以进行研究</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="高性能低功耗">高性能、低功耗<a href="#高性能低功耗" class="hash-link" aria-label="Direct link to 高性能、低功耗" title="Direct link to 高性能、低功耗">​</a></h2><p>现代游戏程序通常基于OOP进行开发，其中的引用关系错综复杂，对现代内存硬件架构极度不友好，需要重新对游戏的运行时内存数据进行更好的管理，并且这些管理又不能给开发者带来成本。</p><p>参见2.3.1节。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="大规模并发分布式">大规模并发、分布式<a href="#大规模并发分布式" class="hash-link" aria-label="Direct link to 大规模并发、分布式" title="Direct link to 大规模并发、分布式">​</a></h2><p>基于上述相似的原因，现代游戏程序无法使用大规模并发的需求，例如单台服务器最多只能支持上百人同时在线。这主要是游戏程序内的程序和数据耦合度非常高，导致单台服务器必须加载所有的数据，这样的方式不管单台服务器的内存不够，也会带来多台服务器重复加载，以及重复加载导致的数据同步导致的复杂问题。</p><p>参见2.2.13节。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="自我进化的标准架构">自我进化的标准架构<a href="#自我进化的标准架构" class="hash-link" aria-label="Direct link to 自我进化的标准架构" title="Direct link to 自我进化的标准架构">​</a></h2><p>在一个传统的游戏程序中，所有的逻辑都是包含在程序中不可修改，所有的关卡、剧情等等都是固定的，跟电影比较类似，唯一不同的可能是游戏具有交互性。</p><p>当需要更新程序时，通常通过DLC或Mod等机制对游戏进行扩展或增强，但是这两种机制通常都比较受限，因此本质上，至少一个已经发布的游戏其核心体验是很难改变的。</p><p>但一个开放的Metaverse不仅需要可以任意添加独立程序的能力，还需要能够像真实世界一样自动筛选优秀内容的能力，否则用户可能很快就沉入很多垃圾或者质量较低的信息当中。</p><p>传统的数字经济，这种内容都是需要平台使用一定的算法进行推荐，这种推荐算法一般由用户对自己的内容设置一些标签，然后平台建立一些相关度的机制。</p><p>但真实世界却是相反的，它们由每个根据自己的判断和选择，来促进整个世界的进化。参见4.12节内容。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/introduction/current"><div class="pagination-nav__sublabel">Previous</div><div 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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.3 技术优势</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>1.3 技术优势</h1></header><h2 class="anchor anchorWithStickyNavbar_LWe7" id="无代码交互内容创作">无代码交互内容创作<a href="#无代码交互内容创作" class="hash-link" aria-label="Direct link to 无代码交互内容创作" title="Direct link to 无代码交互内容创作">​</a></h2><p>现在大部分应用都是在设计一个特定场景，提供官方特定的应用、规则或玩法，跟游戏的思路类似，更强调用户的体验</p><p>除了游戏引擎，能让用户创作的只有Roblox 只类型的</p><p>能够面向普通用户，且针对交互内容进行创作的，只有一家，它是未来最基础的模式和能力，当前没有一家在这个层面，独此一家</p><p>用户可以基于RealityWorld 创作游戏，或者简单的作品，跟Roblox 一样，但是它通过两个门槛以及丰富创作的类别，让更多普通用户可以参与，从而大大增加用户群，使得开发者在这个平台上开发游戏有可能具有更大的用户群</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="代码复用机制">代码复用机制<a href="#代码复用机制" class="hash-link" aria-label="Direct link to 代码复用机制" title="Direct link to 代码复用机制">​</a></h2><p><strong>CreationXR runtime，</strong>可以被任意第三方app集成</p><p>他颠覆了传统开发者生态的方式，传统的小程序或者Roblox 或者Snapchat 只能集中式，只有平台一个入口，而像Niantic 这种仅开放底层能力：</p><ul><li>开发者接入实际很困难，因为要调用众多的API</li><li>每个app接入的方式存在冗余，重复，这部分可以共享</li><li>每个app接入的方式不一样，因此每个app开发的功能本质上类似，但是3D部份却要重复开发，例如要接入预览流等等</li><li>无法在自己的app里面共享一套开发标准，Unity不算标准，因为他更偏低层，没有定义太多规范，导致每个人开发不一样，而RealityCreate 是高度规范化的</li></ul><p>这使得第三方开发者可以共享RealityCreate 高度规范化的流程，又可以最简单的成本和方式接入自己app，从而是开发者聚焦创作本身，同时能享受云原生，用户协作等等所有Creation XR得好处</p><p>这样也可以避免in-house 引擎的问题，in-house 引擎主要的问题是不能被其他app简单使用，有固定的流程，这样：</p><ul><li>既可以按照in-house 的做法快速提升自己的差异性，而避免陷入Unreal和Unity 那样的通用引擎</li><li>又能像Unity一样被用于开发独立应用</li><li>还抓住了生态</li></ul><p>这种模式还有一个好处，除了应用部署本身，他还提供如应用的统计分析等功能，应用的存储，这些原本都是要开发者自己去对接的，传统的应用开发看有多么复杂：</p><ul><li>开发者自己自己Unity开发app程序，其中包括大量的美术资源和逻辑开发是每个游戏开发者比较重复的</li><li>自己打包部署，这要求一些平台层的技巧和经验，这些其实超出了开发者对内容的聚焦，除了内容和玩法，一个游戏创业公司还需要花很多资源</li><li>然后还需要对接各种SDK，包括端侧的和云侧的，而各种SDK都要公司自己学习，并且不同公司之间这些工作也是重复的，但是每个公司都的招人去挖坑，有时候这些反而成为一些小团队比较阻碍发布的一些障碍</li><li>后期的运维也需要一些精力和人力也自己开发经验的投入</li></ul><p>总之，游戏开发团队花了较多的精力在一些繁琐的事情上，而且公司之间的这些能力本可以共享的，开发者本应该聚焦内容开发</p><p>原因是因为开发者要自己发布app，所以没有办法去统一集成一些东西，这些东西本身没有标准，很难统一</p><p>当然大的应用本身需要更灵活的能力，有太多限制反而不利于开发，但是对于一些小内容，尤其是个人内容，这是可行的，而且个人开发者需要这样的生态</p><p>Roblox 就是做了这些事情，应用开发者不需要担心其他事情，但：</p><ul><li>它不支持Roblox之外的分发</li><li>它不支持链接的方式分享</li><li>编程模型不一样</li><li>主要面向PC和手机，没有针对XR的算法层接口封装</li><li>编程模型不一样所以不可能支持XR设备创作</li><li>还是典型的专业开发+普通用户玩的模式，没有普通用户的创建模式和创造体验</li></ul><p><strong>以此为基础，构建微服务架构</strong></p><p>美术资源的重复问题</p><ul><li>传统互动内容最重要的是玩法、故事，美术相对不是最核心的</li><li>美术资源能够提供独特的视觉语言，但是这些视觉语言更多是风格化的类型，例如在同一种写实风格类型下，玩家对不同的场景感知的差异就会小很多</li><li>美术场景通过程序化生成方法是能提供较好的差异性和独特性的</li><li>如果这种程序化方法更加支持风格化，那么就能满足上述的需求</li><li>风格化主要表现为纹理或者基础材质，有时网格也有一定的差异，但是这都可以进行研究</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="高性能低功耗">高性能、低功耗<a href="#高性能低功耗" class="hash-link" aria-label="Direct link to 高性能、低功耗" title="Direct link to 高性能、低功耗">​</a></h2><p>现代游戏程序通常基于OOP进行开发，其中的引用关系错综复杂，对现代内存硬件架构极度不友好，需要重新对游戏的运行时内存数据进行更好的管理，并且这些管理又不能给开发者带来成本。</p><p>参见2.3.1节。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="大规模并发分布式">大规模并发、分布式<a href="#大规模并发分布式" class="hash-link" aria-label="Direct link to 大规模并发、分布式" title="Direct link to 大规模并发、分布式">​</a></h2><p>基于上述相似的原因，现代游戏程序无法使用大规模并发的需求，例如单台服务器最多只能支持上百人同时在线。这主要是游戏程序内的程序和数据耦合度非常高，导致单台服务器必须加载所有的数据，这样的方式不管单台服务器的内存不够，也会带来多台服务器重复加载，以及重复加载导致的数据同步导致的复杂问题。</p><p>参见2.2.13节。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="自我进化的标准架构">自我进化的标准架构<a href="#自我进化的标准架构" class="hash-link" aria-label="Direct link to 自我进化的标准架构" title="Direct link to 自我进化的标准架构">​</a></h2><p>在一个传统的游戏程序中，所有的逻辑都是包含在程序中不可修改，所有的关卡、剧情等等都是固定的，跟电影比较类似，唯一不同的可能是游戏具有交互性。</p><p>当需要更新程序时，通常通过DLC或Mod等机制对游戏进行扩展或增强，但是这两种机制通常都比较受限，因此本质上，至少一个已经发布的游戏其核心体验是很难改变的。</p><p>但一个开放的Metaverse不仅需要可以任意添加独立程序的能力，还需要能够像真实世界一样自动筛选优秀内容的能力，否则用户可能很快就沉入很多垃圾或者质量较低的信息当中。</p><p>传统的数字经济，这种内容都是需要平台使用一定的算法进行推荐，这种推荐算法一般由用户对自己的内容设置一些标签，然后平台建立一些相关度的机制。</p><p>但真实世界却是相反的，它们由每个根据自己的判断和选择，来促进整个世界的进化。参见4.12节内容。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/introduction/current"><div class="pagination-nav__sublabel">Previous</div><div 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Introduction&#x27;" type="button" class="clean-btn menu__caret"></button></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/introduction/evolution">1.1 变革</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/introduction/current">1.2 现状</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/introduction/advantage">1.3 技术优势</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link menu__link--active" aria-current="page" tabindex="0" href="/docs/introduction/business-model">1.4 商业模式</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/introduction/user">1.5 用户</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/introduction/value">1.6 创造增量价值</a></li></ul></li></ul></nav></div></div></aside><main class="docMainContainer_gTbr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/introduction/"><span itemprop="name">1. Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.4 商业模式</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>1.4 商业模式</h1></header><h3 class="anchor anchorWithStickyNavbar_LWe7" id="141-加强朋友间在线互动的最好形式">1.4.1 加强朋友间在线互动的最好形式<a href="#141-加强朋友间在线互动的最好形式" class="hash-link" aria-label="Direct link to 1.4.1 加强朋友间在线互动的最好形式" title="Direct link to 1.4.1 加强朋友间在线互动的最好形式">​</a></h3><p>传统的在线互动有三种形式：</p><ul><li>视频电话</li><li>多人在线游戏，如《刺激战场》</li><li>《Roblox》类的虚拟房间</li></ul><p>其中游戏类的多人在线，还是以游戏为主，这些交互通常只是聊天或者语音，有点像在现场一起玩游戏大家可以相互讨论；整体的活动还是以玩游戏为主，互动是辅助的形式。</p><p>房间类的交互，相对私密一点，但是这些应用的游戏性往往很弱，比较局限于形式上的在线互动，目的性和娱乐性都不够强。</p><p>Reality World相对上述的模式，存在一下的一些独特区别：</p><ul><li>互动的规则和内容往往是可以由其中一个用户创作的，具有<strong>独特性</strong>，<strong>针对性</strong>，比如针对一个生日专门设置的与朋友相关的场景和互动内容；<strong>这种独特性使得Reality World的内容更容易在好友之间发起互动</strong></li><li>可以在互动的过程中进行共同创作，比如你向蛋糕上切一刀下去，所有人都可以看到蛋糕被切成两份，这是因为Reality World的场景多人协作特性，而其他互动的内容是固定的，每个玩家只能体验这些设计好的内容</li><li>Reality World的内容可以即使创作和分享，不需要提交到商店，然后用户下载，只需要马上创作之后发送给好友一个链接就可以及时打开</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="142-理想的广告-新型虚拟经济体验">1.4.2 理想的广告-新型虚拟经济体验<a href="#142-理想的广告-新型虚拟经济体验" class="hash-link" aria-label="Direct link to 1.4.2 理想的广告-新型虚拟经济体验" title="Direct link to 1.4.2 理想的广告-新型虚拟经济体验">​</a></h3><p>在现代数字经济中，除了视频、图片和音乐这种能直接体验的数字内容，其他的大部分内容，其实体和对应的数字表述都是分割的，例如淘宝都买的商品只是数字化后的一个记录，你必须收到东西之后才能体验。</p><p>另一种与之相关的数字经济是广告，广告作为一个展示产品的方式，在真实世界中，它们往往以视频或者图片的形式呈现。然而在这种方式中，广告语产品通常是割裂的，受限于实物需要场地及运输等问题，我们并不能总是在任意一个广告旁边放上实物，使得任何看到广告的人就可以购买。</p><p>然而，对于后者才是理想的广告形态：就是广告本身就是产品，或者说广告可以一键直达产品体验和购买。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="1421-广告本身就是产品">1.4.2.1 广告本身就是产品<a href="#1421-广告本身就是产品" class="hash-link" aria-label="Direct link to 1.4.2.1 广告本身就是产品" title="Direct link to 1.4.2.1 广告本身就是产品">​</a></h4><p>如果广告的产品就是数字内容，而非实体内容，理论上是可以做到这种一键体验的效果的。比如如果产品是一个游戏或者一个应用程序，就可以直接点击下载，这种形式现在很普遍。然而这种方式并不是最好的模式，因为：</p><ul><li>所有的产品都得开发一个app</li><li>用户可能并不想要安装那么多app</li><li>因为每个app安装除了体验产品还有很多额外的负担：注册，登录，进去了解软件的导航功能等等</li></ul><p>所以元宇宙是一个更好的广告平台，每个产品只需要设计一个交互，玩家直接体验一下就是。但是现在的技术并不能做到这种体验，这里面的原因：</p><ul><li>一是平台无法支撑任何开发者自由开发交互内容，往往只能通过平台发布，这样广告能力很受限</li><li>即使增加了新功能，也需要所有玩家都更新，有时候一个广告只有少数人有体验需求</li></ul><p>总之，Reality World可以做到厂商可以任意发布带有交互的广告，然后任何玩家只要看到它，就可以及时体验和购买，真正做到：产品及广告，广告及产品，这种模式有望重塑一个全新的虚拟经济形式。</p><p>如果广告的内容是实体内容，仍然可以虚拟化体验，或者通过交互，相比视频和图片更好的了解产品。</p><p>见4.6.3节内容。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="143-真正的市场经济">1.4.3 真正的“市场经济”<a href="#143-真正的市场经济" class="hash-link" aria-label="Direct link to 1.4.3 真正的“市场经济”" title="Direct link to 1.4.3 真正的“市场经济”">​</a></h3><p>即市场会决定哪些东西更有价值，这是与传统数字经济系统根本性的不同，传统的数字经济都需要由平台实现某种推荐或者排序算法，例如微博的信息，知乎的文章，淘宝的商品，抖音的视频，这就要求基于一定的标签，分类等机制，信息发布者需要去维护这种标签分类。</p><p>然而真实世界的经济却不是这样的，我们所有的一切不是由类似国家或中央的官方机构决定的，而是靠人们自己的选择，促进整个世界的运转。</p><p>类似真实世界公司之间的销售，产品越好卖的越多，售价也可以随市场调整。</p><p>而且这种机制促进作品的不断改进，就是iPhone手机一样，而传统的内容都是一次性发布，缺乏对原产品的改进机会。游戏也一般由于太复杂，发布后不会有大的改进。目前这些数字经济跟真实世界的经济都不一样。</p><p>可以认为它们都是“结构化”的经济，而不是市场经济。</p><p>真正的市场经济会促使和催生更多的好内容，更多的人参与。而传统的数字经济，都是少数人在参与或获利。</p><p>在真实生活中，每个人都在参与经济贡献；而在目前的自媒体时代，只有少数人在参与经济贡献，大部分都是消费者。</p><p>这有机会使得整个经济系统的活力更大：传统的数字化经济都是靠阅读量类似不准确的机制，在这种机制下创作者倾向于作弊买量，而不是创作更好的内容。此外，阅读量本身是个不准确的度量，例如用户可能只是打开了页面就关闭了，根本就没有深入了解对应的内容。而这种通过“实际使用”而不是“查看页面”转化而来对产品的经济定义，更容易促进用户进行更好的创作，就像真实世界一样。见4.3节更多描述。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="144-以标准和组件为核心的抽成机制">1.4.4 以标准和组件为核心的抽成机制<a href="#144-以标准和组件为核心的抽成机制" class="hash-link" aria-label="Direct link to 1.4.4 以标准和组件为核心的抽成机制" title="Direct link to 1.4.4 以标准和组件为核心的抽成机制">​</a></h3><p>传统的NFT类的数字交易市场，交易的是一个数字内容，是一个拷贝，这个拷贝除非通过一定的手段跟踪转售记录，或者甚至限制转售，很难保证创作者的权益。</p><p>而Reality World交易的主要是组件和标准，这些组件和标准并不会拷贝一份，而只是一个引用，然后运行时动态从源头拉取最新代码。所以他天生就可以保证了解使用者的情况，比如一个标准能够追踪到所有使用其标准的组件，也能够追踪到所有使用这些标准的用户。</p><p>这样标准开发者不能能够收取所有使用者的费用，并且还有很好的更新机制，通知用户购买相关和最新产品，就像真实世界一样。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="145-持续消费">1.4.5 持续消费<a href="#145-持续消费" class="hash-link" aria-label="Direct link to 1.4.5 持续消费" title="Direct link to 1.4.5 持续消费">​</a></h3><p>传统的数字化进程中，数字化产品往往是一次性消费，这导致：</p><ul><li>软件开发者升级动力不大，对创新及创新的速度是极为不利的，因为新用户会越来越少</li><li>大量陈旧代码，一方面是平台兼容成本高，一方面是用户使用比较陈旧的技术或体验</li></ul><p>需要改变这种局面，才能更大地激活数字消费。</p><p>参见4.12.4.3节内容。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/introduction/advantage"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">1.3 技术优势</div></a><a class="pagination-nav__link 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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.4 商业模式</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>1.4 商业模式</h1></header><h3 class="anchor anchorWithStickyNavbar_LWe7" id="141-加强朋友间在线互动的最好形式">1.4.1 加强朋友间在线互动的最好形式<a href="#141-加强朋友间在线互动的最好形式" class="hash-link" aria-label="Direct link to 1.4.1 加强朋友间在线互动的最好形式" title="Direct link to 1.4.1 加强朋友间在线互动的最好形式">​</a></h3><p>传统的在线互动有三种形式：</p><ul><li>视频电话</li><li>多人在线游戏，如《刺激战场》</li><li>《Roblox》类的虚拟房间</li></ul><p>其中游戏类的多人在线，还是以游戏为主，这些交互通常只是聊天或者语音，有点像在现场一起玩游戏大家可以相互讨论；整体的活动还是以玩游戏为主，互动是辅助的形式。</p><p>房间类的交互，相对私密一点，但是这些应用的游戏性往往很弱，比较局限于形式上的在线互动，目的性和娱乐性都不够强。</p><p>Reality World相对上述的模式，存在一下的一些独特区别：</p><ul><li>互动的规则和内容往往是可以由其中一个用户创作的，具有<strong>独特性</strong>，<strong>针对性</strong>，比如针对一个生日专门设置的与朋友相关的场景和互动内容；<strong>这种独特性使得Reality World的内容更容易在好友之间发起互动</strong></li><li>可以在互动的过程中进行共同创作，比如你向蛋糕上切一刀下去，所有人都可以看到蛋糕被切成两份，这是因为Reality World的场景多人协作特性，而其他互动的内容是固定的，每个玩家只能体验这些设计好的内容</li><li>Reality World的内容可以即使创作和分享，不需要提交到商店，然后用户下载，只需要马上创作之后发送给好友一个链接就可以及时打开</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="142-理想的广告-新型虚拟经济体验">1.4.2 理想的广告-新型虚拟经济体验<a href="#142-理想的广告-新型虚拟经济体验" class="hash-link" aria-label="Direct link to 1.4.2 理想的广告-新型虚拟经济体验" title="Direct link to 1.4.2 理想的广告-新型虚拟经济体验">​</a></h3><p>在现代数字经济中，除了视频、图片和音乐这种能直接体验的数字内容，其他的大部分内容，其实体和对应的数字表述都是分割的，例如淘宝都买的商品只是数字化后的一个记录，你必须收到东西之后才能体验。</p><p>另一种与之相关的数字经济是广告，广告作为一个展示产品的方式，在真实世界中，它们往往以视频或者图片的形式呈现。然而在这种方式中，广告语产品通常是割裂的，受限于实物需要场地及运输等问题，我们并不能总是在任意一个广告旁边放上实物，使得任何看到广告的人就可以购买。</p><p>然而，对于后者才是理想的广告形态：就是广告本身就是产品，或者说广告可以一键直达产品体验和购买。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="1421-广告本身就是产品">1.4.2.1 广告本身就是产品<a href="#1421-广告本身就是产品" class="hash-link" aria-label="Direct link to 1.4.2.1 广告本身就是产品" title="Direct link to 1.4.2.1 广告本身就是产品">​</a></h4><p>如果广告的产品就是数字内容，而非实体内容，理论上是可以做到这种一键体验的效果的。比如如果产品是一个游戏或者一个应用程序，就可以直接点击下载，这种形式现在很普遍。然而这种方式并不是最好的模式，因为：</p><ul><li>所有的产品都得开发一个app</li><li>用户可能并不想要安装那么多app</li><li>因为每个app安装除了体验产品还有很多额外的负担：注册，登录，进去了解软件的导航功能等等</li></ul><p>所以元宇宙是一个更好的广告平台，每个产品只需要设计一个交互，玩家直接体验一下就是。但是现在的技术并不能做到这种体验，这里面的原因：</p><ul><li>一是平台无法支撑任何开发者自由开发交互内容，往往只能通过平台发布，这样广告能力很受限</li><li>即使增加了新功能，也需要所有玩家都更新，有时候一个广告只有少数人有体验需求</li></ul><p>总之，Reality World可以做到厂商可以任意发布带有交互的广告，然后任何玩家只要看到它，就可以及时体验和购买，真正做到：产品及广告，广告及产品，这种模式有望重塑一个全新的虚拟经济形式。</p><p>如果广告的内容是实体内容，仍然可以虚拟化体验，或者通过交互，相比视频和图片更好的了解产品。</p><p>见4.6.3节内容。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="143-真正的市场经济">1.4.3 真正的“市场经济”<a href="#143-真正的市场经济" class="hash-link" aria-label="Direct link to 1.4.3 真正的“市场经济”" title="Direct link to 1.4.3 真正的“市场经济”">​</a></h3><p>即市场会决定哪些东西更有价值，这是与传统数字经济系统根本性的不同，传统的数字经济都需要由平台实现某种推荐或者排序算法，例如微博的信息，知乎的文章，淘宝的商品，抖音的视频，这就要求基于一定的标签，分类等机制，信息发布者需要去维护这种标签分类。</p><p>然而真实世界的经济却不是这样的，我们所有的一切不是由类似国家或中央的官方机构决定的，而是靠人们自己的选择，促进整个世界的运转。</p><p>类似真实世界公司之间的销售，产品越好卖的越多，售价也可以随市场调整。</p><p>而且这种机制促进作品的不断改进，就是iPhone手机一样，而传统的内容都是一次性发布，缺乏对原产品的改进机会。游戏也一般由于太复杂，发布后不会有大的改进。目前这些数字经济跟真实世界的经济都不一样。</p><p>可以认为它们都是“结构化”的经济，而不是市场经济。</p><p>真正的市场经济会促使和催生更多的好内容，更多的人参与。而传统的数字经济，都是少数人在参与或获利。</p><p>在真实生活中，每个人都在参与经济贡献；而在目前的自媒体时代，只有少数人在参与经济贡献，大部分都是消费者。</p><p>这有机会使得整个经济系统的活力更大：传统的数字化经济都是靠阅读量类似不准确的机制，在这种机制下创作者倾向于作弊买量，而不是创作更好的内容。此外，阅读量本身是个不准确的度量，例如用户可能只是打开了页面就关闭了，根本就没有深入了解对应的内容。而这种通过“实际使用”而不是“查看页面”转化而来对产品的经济定义，更容易促进用户进行更好的创作，就像真实世界一样。见4.3节更多描述。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="144-以标准和组件为核心的抽成机制">1.4.4 以标准和组件为核心的抽成机制<a href="#144-以标准和组件为核心的抽成机制" class="hash-link" aria-label="Direct link to 1.4.4 以标准和组件为核心的抽成机制" title="Direct link to 1.4.4 以标准和组件为核心的抽成机制">​</a></h3><p>传统的NFT类的数字交易市场，交易的是一个数字内容，是一个拷贝，这个拷贝除非通过一定的手段跟踪转售记录，或者甚至限制转售，很难保证创作者的权益。</p><p>而Reality World交易的主要是组件和标准，这些组件和标准并不会拷贝一份，而只是一个引用，然后运行时动态从源头拉取最新代码。所以他天生就可以保证了解使用者的情况，比如一个标准能够追踪到所有使用其标准的组件，也能够追踪到所有使用这些标准的用户。</p><p>这样标准开发者不能能够收取所有使用者的费用，并且还有很好的更新机制，通知用户购买相关和最新产品，就像真实世界一样。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="145-持续消费">1.4.5 持续消费<a href="#145-持续消费" class="hash-link" aria-label="Direct link to 1.4.5 持续消费" title="Direct link to 1.4.5 持续消费">​</a></h3><p>传统的数字化进程中，数字化产品往往是一次性消费，这导致：</p><ul><li>软件开发者升级动力不大，对创新及创新的速度是极为不利的，因为新用户会越来越少</li><li>大量陈旧代码，一方面是平台兼容成本高，一方面是用户使用比较陈旧的技术或体验</li></ul><p>需要改变这种局面，才能更大地激活数字消费。</p><p>参见4.12.4.3节内容。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/introduction/advantage"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">1.3 技术优势</div></a><a class="pagination-nav__link 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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.2 现状</span><meta itemprop="position" content="2"></li></ul></nav><div class="theme-doc-markdown markdown"><header><h1>1.2 现状</h1></header><p>不能随时随地高效的内容创建，与随时随地方便的将创建的内容进行社交分享，是当前最大的问题，或者说是3D数字世界发展的一些重要基础；前者的难点在于它需要编程（通常需要面向对象的编程能力），所有逻辑都是通过面向对象的方式创建出来的（大部分人都不具备）；而后者的难点在于它需要一套新的支持分布式协同编辑和分发的底层数据格式表述，这与当前大部分引擎私有格式都不一样</p><p>1、主要基于场景理解</p><p>当前大部分AR应用都是基于场景理解的简单特效/滤镜呈现，以及围绕这些滤镜非常简单的交互，没有围绕场景构建做太多事情，即堡垒之夜的方式，包括更复杂的交互</p><p>2、3D内容分发</p><p>当前大部分不能分发3D内容本身，而是分享录制的视频；或者只是分享相同的滤镜给朋友，使用体验没有差异性</p><p>3、用户创建参与感很弱</p><p>绝大部分都是场景理解驱动，仅有纯视觉的体验，没有3D真正复杂的交互和创建体验</p><p>4、大部分聚焦虚拟空间</p><p>元宇宙即社交方向行业大部分在做虚拟空间：元象、RecRoom、monoAI等</p><p>5、3D创建的价值/Minecraft </p><p>除了精心的游戏规则设计（这需要很高的开发技巧和能力），3D内容的创建本身也是很有乐趣的，而能够创建自己设计的一定规则的内容就更有趣</p><p>大部分没有集中于面向普通用户创建3D内容的能力或体验，Roblox 面向有一定经验的开发者，并且开发模式本质上与传统游戏开发类似，只是分发机制不一样，NV和太极面向用户创作，但是没有面向移动端，而且是纯内容创作</p><p>6、底层创新</p><p>当前普遍聚焦上层架构，围绕怎样将传统游戏的流程和体验往元宇宙上靠，其结果大多数虚拟空间类产品，聚焦底层协作的主要是Omniverse和太极，其中深入底层性能的只有太极，但在中间层上下协同方面缺乏重点创新，其中太极和元象都在主打云渲染，太极还强调在线协同编辑，Omniverse则支持一般的协同编辑</p><p>7、虚拟空间也主要是纯视觉体验</p><p>大部分只是在里面行走，不能做太多事情，更不能创作，或者有的也是固定规则的交互，例如Roblox 里面的一些模拟经验的游戏</p><p>8、游戏更新的时间</p><p>一般需要重新发布的流程，Ubisoft Scalar试图通过云端微服务架构实现及时更新，另外云原生基本上天生就是及时更新的，因为它的资源都在云端</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/introduction/evolution"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">1.1 变革</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/introduction/advantage"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">1.3 技术优势</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.2 现状</span><meta itemprop="position" content="2"></li></ul></nav><div class="theme-doc-markdown markdown"><header><h1>1.2 现状</h1></header><p>不能随时随地高效的内容创建，与随时随地方便的将创建的内容进行社交分享，是当前最大的问题，或者说是3D数字世界发展的一些重要基础；前者的难点在于它需要编程（通常需要面向对象的编程能力），所有逻辑都是通过面向对象的方式创建出来的（大部分人都不具备）；而后者的难点在于它需要一套新的支持分布式协同编辑和分发的底层数据格式表述，这与当前大部分引擎私有格式都不一样</p><p>1、主要基于场景理解</p><p>当前大部分AR应用都是基于场景理解的简单特效/滤镜呈现，以及围绕这些滤镜非常简单的交互，没有围绕场景构建做太多事情，即堡垒之夜的方式，包括更复杂的交互</p><p>2、3D内容分发</p><p>当前大部分不能分发3D内容本身，而是分享录制的视频；或者只是分享相同的滤镜给朋友，使用体验没有差异性</p><p>3、用户创建参与感很弱</p><p>绝大部分都是场景理解驱动，仅有纯视觉的体验，没有3D真正复杂的交互和创建体验</p><p>4、大部分聚焦虚拟空间</p><p>元宇宙即社交方向行业大部分在做虚拟空间：元象、RecRoom、monoAI等</p><p>5、3D创建的价值/Minecraft </p><p>除了精心的游戏规则设计（这需要很高的开发技巧和能力），3D内容的创建本身也是很有乐趣的，而能够创建自己设计的一定规则的内容就更有趣</p><p>大部分没有集中于面向普通用户创建3D内容的能力或体验，Roblox 面向有一定经验的开发者，并且开发模式本质上与传统游戏开发类似，只是分发机制不一样，NV和太极面向用户创作，但是没有面向移动端，而且是纯内容创作</p><p>6、底层创新</p><p>当前普遍聚焦上层架构，围绕怎样将传统游戏的流程和体验往元宇宙上靠，其结果大多数虚拟空间类产品，聚焦底层协作的主要是Omniverse和太极，其中深入底层性能的只有太极，但在中间层上下协同方面缺乏重点创新，其中太极和元象都在主打云渲染，太极还强调在线协同编辑，Omniverse则支持一般的协同编辑</p><p>7、虚拟空间也主要是纯视觉体验</p><p>大部分只是在里面行走，不能做太多事情，更不能创作，或者有的也是固定规则的交互，例如Roblox 里面的一些模拟经验的游戏</p><p>8、游戏更新的时间</p><p>一般需要重新发布的流程，Ubisoft Scalar试图通过云端微服务架构实现及时更新，另外云原生基本上天生就是及时更新的，因为它的资源都在云端</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/introduction/evolution"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">1.1 变革</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/introduction/advantage"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">1.3 技术优势</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.1 变革</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>1.1 变革</h1></header><h2 class="anchor anchorWithStickyNavbar_LWe7" id="形态变化">形态变化<a href="#形态变化" class="hash-link" aria-label="Direct link to 形态变化" title="Direct link to 形态变化">​</a></h2><p>上述这些变化，从上往下看，可以归结为三个维度的变化：</p><ul><li><strong>开发者</strong>：由专业开发者向普通用户转移</li><li><strong>开发方式</strong>：互动内容的开发方式由完全开发到基于事件驱动开发</li><li><strong>玩家体验</strong>，由完全操控到XR辅助</li></ul><p>在开发工具方面，Roblox和Snapchat的Lens Studio都面向普通开发者，它们共同的特点包括简化的脚本，以及一键发布，使得开发者 不需要花费很大的精力去处理平台相关问题。另一方面是这类工具都是深入集成平台的特定功能，例如Lens Studio底层的AR场景理解算法，以及Roblox内置的多人在线服务。<strong>深度集成平台与算法，相比于传统通用游戏引擎，将成为未来的一个方向和优势</strong>。</p><p>![roblox]<!-- -->(D:/Reality World/BP/Doc/resources/roblox.jpg)</p><p>在开发方式方面，传统的流程需要开发者定义所有的逻辑，包括触发逻辑的机制，这部分尤其复杂。在Snapchat基于AR的互动内容开发中，这类互动内容的驱动完全来源于手机对场景理解，这些都由AR算法来提供，因此开发者不需要处理任何交互驱动方面的逻辑，而只需要关系对交互的响应逻辑。这种方式不仅大大简化了整个互动内容的开发，也从根本上对互动内容开发的流程带来了很大的变革。<strong>简化逻辑开发的触发机制，触发机制数据化，深度与平台集成，是未来互动内容开发走向平民化的重要方式 之一</strong>。当然在这个过程中，基于代理的物体位置摆放机制也起到了很大的辅助作用。</p><p>同样借助与事件触发机制的数据化，以及基于XR设备对场景的理解，用户对互动内容的部分操作，由原来主动、精细地控制虚拟摄像机和物体，变为基于场景理解算法的自动驱动，这大大简化了交互成本。</p><p>这些各个层面的变化，最终都会导致整个互动内容的制作流程会发生较大的变化。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="计算架构的变化">计算架构的变化<a href="#计算架构的变化" class="hash-link" aria-label="Direct link to 计算架构的变化" title="Direct link to 计算架构的变化">​</a></h2><p>从开发的角度，从下往上看，这带来的是计算架构的变革。</p><p>![change]<!-- -->(D:/Reality World/BP/Doc/resources/change.png)</p><p>传统的计算架构都是为单个应用程序设计的，从硬件到软件，所有一切流程和功能都是针对这个模型设计的，例如一个应用程序的所有源码都会被编译和链接到一起，一个应用程序内的数据可能相互引用，所有需要链接器来重新定位每个引用变量的地址。这样的计算架构，非常适合于处理具有独立功能的应用程序。但它有比较致命的缺点：</p><ul><li>例如因为所有源代码编译的目标代码都会链接到一起，所以它们从根本上就不支持大规模应用程序，因为这样的应用程序可能由海量的源代码组成。</li><li>由于源代码之间相互引用，因此它们很难支持应用程序内的独立子程序通信，子程序之间总是需要引用源代码才可以通信，这使得一个应用程序无法成为一个可以自我进化的开放系统，而总是需要一个开发商来进行维护</li></ul><p>随着UGC和元宇宙时代的到来，这种大规模的、具有内生开放子系统的多应用交互架构越来越成为最核心的需求，这需要我们在计算架构上做出较大的变革。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="业务比喻">业务比喻<a href="#业务比喻" class="hash-link" aria-label="Direct link to 业务比喻" title="Direct link to 业务比喻">​</a></h3><p>比如现在腾讯有非常海量的业务，比如微信，音乐，视频等，目前这些业务之间相互是比较独立的，他们组织为相互独立的应用程序，相互比较独立的数据管理，服务器架构和组织，虽然彼此之间存在一定关联，但是这种关联是高度结构化和规则化的，且关联很少。</p><p>开放世界则意味着，现在所有这些业务需要在一个应用内组织，它的复杂度是非常高的，架构也非常复杂，数据管理和分布式计算都非常复杂，并且由于传统游戏的逻辑组织方式，在这种体量下根本无法有效管理组织和进行分布式计算</p><p>可行的思路：</p><ul><li>微服务化</li><li>函数式编程</li></ul><p>微服务化是一种软件架构，需要高度依赖于对逻辑的设计和划分，他不是一种基础编程模型，因此无法支撑开放式的设计，这些微服务通常都只能是开发商设计好的，普通用户没法修改，因此本质上不支持开放世界。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="技术挑战">技术挑战<a href="#技术挑战" class="hash-link" aria-label="Direct link to 技术挑战" title="Direct link to 技术挑战">​</a></h2><p>从根本上，上述的一些变革带来的技术挑战包括：</p><ul><li>需要全新支持多应用相互通信的计算架构</li><li>能够在所有计算轻松在多个服务器之间进行分布式计算的数据和计算架构</li></ul><p>当然由这两个底层根本性的挑战，上层还包括一些其他挑战，比如独立程序之间高效的通信标准或者机制，用户对权限控制与代码的分离，普通用户怎样无代码编程等等，我们将在后面进一步分析。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/introduction/"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">1. Introduction</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/introduction/current"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">1.2 现状</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#形态变化" class="table-of-contents__link toc-highlight">形态变化</a></li><li><a href="#计算架构的变化" class="table-of-contents__link toc-highlight">计算架构的变化</a><ul><li><a href="#业务比喻" class="table-of-contents__link toc-highlight">业务比喻</a></li></ul></li><li><a href="#技术挑战" class="table-of-contents__link toc-highlight">技术挑战</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.1 变革</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>1.1 变革</h1></header><h2 class="anchor anchorWithStickyNavbar_LWe7" id="形态变化">形态变化<a href="#形态变化" class="hash-link" aria-label="Direct link to 形态变化" title="Direct link to 形态变化">​</a></h2><p>上述这些变化，从上往下看，可以归结为三个维度的变化：</p><ul><li><strong>开发者</strong>：由专业开发者向普通用户转移</li><li><strong>开发方式</strong>：互动内容的开发方式由完全开发到基于事件驱动开发</li><li><strong>玩家体验</strong>，由完全操控到XR辅助</li></ul><p>在开发工具方面，Roblox和Snapchat的Lens Studio都面向普通开发者，它们共同的特点包括简化的脚本，以及一键发布，使得开发者 不需要花费很大的精力去处理平台相关问题。另一方面是这类工具都是深入集成平台的特定功能，例如Lens Studio底层的AR场景理解算法，以及Roblox内置的多人在线服务。<strong>深度集成平台与算法，相比于传统通用游戏引擎，将成为未来的一个方向和优势</strong>。</p><p>![roblox]<!-- -->(D:/Reality World/BP/Doc/resources/roblox.jpg)</p><p>在开发方式方面，传统的流程需要开发者定义所有的逻辑，包括触发逻辑的机制，这部分尤其复杂。在Snapchat基于AR的互动内容开发中，这类互动内容的驱动完全来源于手机对场景理解，这些都由AR算法来提供，因此开发者不需要处理任何交互驱动方面的逻辑，而只需要关系对交互的响应逻辑。这种方式不仅大大简化了整个互动内容的开发，也从根本上对互动内容开发的流程带来了很大的变革。<strong>简化逻辑开发的触发机制，触发机制数据化，深度与平台集成，是未来互动内容开发走向平民化的重要方式 之一</strong>。当然在这个过程中，基于代理的物体位置摆放机制也起到了很大的辅助作用。</p><p>同样借助与事件触发机制的数据化，以及基于XR设备对场景的理解，用户对互动内容的部分操作，由原来主动、精细地控制虚拟摄像机和物体，变为基于场景理解算法的自动驱动，这大大简化了交互成本。</p><p>这些各个层面的变化，最终都会导致整个互动内容的制作流程会发生较大的变化。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="计算架构的变化">计算架构的变化<a href="#计算架构的变化" class="hash-link" aria-label="Direct link to 计算架构的变化" title="Direct link to 计算架构的变化">​</a></h2><p>从开发的角度，从下往上看，这带来的是计算架构的变革。</p><p>![change]<!-- -->(D:/Reality World/BP/Doc/resources/change.png)</p><p>传统的计算架构都是为单个应用程序设计的，从硬件到软件，所有一切流程和功能都是针对这个模型设计的，例如一个应用程序的所有源码都会被编译和链接到一起，一个应用程序内的数据可能相互引用，所有需要链接器来重新定位每个引用变量的地址。这样的计算架构，非常适合于处理具有独立功能的应用程序。但它有比较致命的缺点：</p><ul><li>例如因为所有源代码编译的目标代码都会链接到一起，所以它们从根本上就不支持大规模应用程序，因为这样的应用程序可能由海量的源代码组成。</li><li>由于源代码之间相互引用，因此它们很难支持应用程序内的独立子程序通信，子程序之间总是需要引用源代码才可以通信，这使得一个应用程序无法成为一个可以自我进化的开放系统，而总是需要一个开发商来进行维护</li></ul><p>随着UGC和元宇宙时代的到来，这种大规模的、具有内生开放子系统的多应用交互架构越来越成为最核心的需求，这需要我们在计算架构上做出较大的变革。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="业务比喻">业务比喻<a href="#业务比喻" class="hash-link" aria-label="Direct link to 业务比喻" title="Direct link to 业务比喻">​</a></h3><p>比如现在腾讯有非常海量的业务，比如微信，音乐，视频等，目前这些业务之间相互是比较独立的，他们组织为相互独立的应用程序，相互比较独立的数据管理，服务器架构和组织，虽然彼此之间存在一定关联，但是这种关联是高度结构化和规则化的，且关联很少。</p><p>开放世界则意味着，现在所有这些业务需要在一个应用内组织，它的复杂度是非常高的，架构也非常复杂，数据管理和分布式计算都非常复杂，并且由于传统游戏的逻辑组织方式，在这种体量下根本无法有效管理组织和进行分布式计算</p><p>可行的思路：</p><ul><li>微服务化</li><li>函数式编程</li></ul><p>微服务化是一种软件架构，需要高度依赖于对逻辑的设计和划分，他不是一种基础编程模型，因此无法支撑开放式的设计，这些微服务通常都只能是开发商设计好的，普通用户没法修改，因此本质上不支持开放世界。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="技术挑战">技术挑战<a href="#技术挑战" class="hash-link" aria-label="Direct link to 技术挑战" title="Direct link to 技术挑战">​</a></h2><p>从根本上，上述的一些变革带来的技术挑战包括：</p><ul><li>需要全新支持多应用相互通信的计算架构</li><li>能够在所有计算轻松在多个服务器之间进行分布式计算的数据和计算架构</li></ul><p>当然由这两个底层根本性的挑战，上层还包括一些其他挑战，比如独立程序之间高效的通信标准或者机制，用户对权限控制与代码的分离，普通用户怎样无代码编程等等，我们将在后面进一步分析。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/introduction/"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">1. Introduction</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/introduction/current"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">1.2 现状</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#形态变化" class="table-of-contents__link toc-highlight">形态变化</a></li><li><a href="#计算架构的变化" class="table-of-contents__link toc-highlight">计算架构的变化</a><ul><li><a href="#业务比喻" class="table-of-contents__link toc-highlight">业务比喻</a></li></ul></li><li><a href="#技术挑战" class="table-of-contents__link toc-highlight">技术挑战</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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Introduction</h1></header><p>游戏，作为一种模拟真实世界实时运行的系统和机制，它不光在产品形态上跟一般的应用程序体验不一样，例如一般应用程序一般是功能型的，其功能是明确而具体的，而游戏往往是一种体验，没有直观确定性的功能，每个人获得的体验可能都不一样，它的整个程序组织及其开发工具更是与传统的应用程序不一样，例如传统的应用程序通常是按顺序执行，而游戏为了实现对真实实时世界的模拟，需要以一种不间断的实时轮询的机制。这种轮询不光造就了游戏中各个动态系统的实时性，它对整个应用程序的架构，以及这种应用程序的表达能力，都提供了非常不一样的可能性和结果。</p><p>多年来，这种应用程序机制主要被用来制作游戏，而游戏这种程序机制的一些难点，通常需要非常专业的游戏公司才能做出不错的游戏产品。而反观传统的应用程序，由于它们的机制更简单，易于学习和理解，因此被更广泛的使用，不仅对人们的生活带来更大的影响，也大大地促进了社会进步。</p><p>近年来，随着虚拟现实和元宇宙概念和趋势的兴起，这种实时模拟系统越来越频繁被用于到游戏之外更泛化的领域，例如：</p><ul><li>通过手机的AR功能，<strong>Snapchat</strong>给用户提供了丰富的滤镜体验，不同于传统视频和图片，这些滤镜是交互式的，用户可以基于这种交互能力生成还富有表达能力的视频，借助这种能力，Snapchat迅速称为一款流行的社交应用。</li><li>同样是基于手机AR的功能，<strong>Niantic</strong>借助手机后置摄像头的视觉定位能力（VPS），开发了诸如Pokemon Go等应用，这种新的基于真实地理位置的应用跟人们在真实世界中的活动联系起来，并借助3D互动的能力，把人们的生活联系得更紧密，是一款典型用于增强社交关系的应用。</li><li>以<strong>Roblox</strong>为首的创作类工具，通过简化程序分发和部署、提供统一的多人在线等服务，降低了游戏开发的门槛，使得更多的中小个人创作互动内容更加简单。并通过云原生的多人在线，使社交游戏的效果被放大，成为未来的重要趋势。</li><li>由类Minecraft沙盒机制延伸的大逃杀沙盒游戏<strong>《堡垒之夜》</strong>，借助更好的多人在线服务，例如包括对多人实时游戏更友好的在线语音服务等，使得社交属性在《堡垒之夜》被进一步加强。更好的多人在线服务以及堡垒之夜本身逃生类游戏更好地协同机制，使得堡垒之夜的社交属性称为体验最好的社交属性，其开创和举办的虚拟派对Marshmello更是掀起了虚拟演唱会的热潮。</li></ul><p>所有这些变化和发展，对互动内容的开发及生态都带来了巨大的影响和变化，这些影响和变化后面，需要全新的技术范式，而这些新的技术范式又将创造增量的价值和体验。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/intro"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">文档说明</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/introduction/evolution"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">1.1 变革</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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Introduction</h1></header><p>游戏，作为一种模拟真实世界实时运行的系统和机制，它不光在产品形态上跟一般的应用程序体验不一样，例如一般应用程序一般是功能型的，其功能是明确而具体的，而游戏往往是一种体验，没有直观确定性的功能，每个人获得的体验可能都不一样，它的整个程序组织及其开发工具更是与传统的应用程序不一样，例如传统的应用程序通常是按顺序执行，而游戏为了实现对真实实时世界的模拟，需要以一种不间断的实时轮询的机制。这种轮询不光造就了游戏中各个动态系统的实时性，它对整个应用程序的架构，以及这种应用程序的表达能力，都提供了非常不一样的可能性和结果。</p><p>多年来，这种应用程序机制主要被用来制作游戏，而游戏这种程序机制的一些难点，通常需要非常专业的游戏公司才能做出不错的游戏产品。而反观传统的应用程序，由于它们的机制更简单，易于学习和理解，因此被更广泛的使用，不仅对人们的生活带来更大的影响，也大大地促进了社会进步。</p><p>近年来，随着虚拟现实和元宇宙概念和趋势的兴起，这种实时模拟系统越来越频繁被用于到游戏之外更泛化的领域，例如：</p><ul><li>通过手机的AR功能，<strong>Snapchat</strong>给用户提供了丰富的滤镜体验，不同于传统视频和图片，这些滤镜是交互式的，用户可以基于这种交互能力生成还富有表达能力的视频，借助这种能力，Snapchat迅速称为一款流行的社交应用。</li><li>同样是基于手机AR的功能，<strong>Niantic</strong>借助手机后置摄像头的视觉定位能力（VPS），开发了诸如Pokemon Go等应用，这种新的基于真实地理位置的应用跟人们在真实世界中的活动联系起来，并借助3D互动的能力，把人们的生活联系得更紧密，是一款典型用于增强社交关系的应用。</li><li>以<strong>Roblox</strong>为首的创作类工具，通过简化程序分发和部署、提供统一的多人在线等服务，降低了游戏开发的门槛，使得更多的中小个人创作互动内容更加简单。并通过云原生的多人在线，使社交游戏的效果被放大，成为未来的重要趋势。</li><li>由类Minecraft沙盒机制延伸的大逃杀沙盒游戏<strong>《堡垒之夜》</strong>，借助更好的多人在线服务，例如包括对多人实时游戏更友好的在线语音服务等，使得社交属性在《堡垒之夜》被进一步加强。更好的多人在线服务以及堡垒之夜本身逃生类游戏更好地协同机制，使得堡垒之夜的社交属性称为体验最好的社交属性，其开创和举办的虚拟派对Marshmello更是掀起了虚拟演唱会的热潮。</li></ul><p>所有这些变化和发展，对互动内容的开发及生态都带来了巨大的影响和变化，这些影响和变化后面，需要全新的技术范式，而这些新的技术范式又将创造增量的价值和体验。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/intro"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">文档说明</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/introduction/evolution"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">1.1 变革</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.5 用户</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>1.5 用户</h1></header><p>Reality World平台有四种类型的用户，当然这里只从创作层面区分，不涉及商业方面的分类或者逻辑：</p><ul><li>普通用户：类似于抖音平台只观看视频，从来没有或者很少发布内容的用户</li><li>创作用户：指只在XR设备上，不借助PC编辑器的情况下进行内容创作</li><li>开发者：使用PC编辑器Reality Create基于标准进行组件开发</li><li>标准作者：基于对现实世界的理解提出某种抽象，并将其转换为标准，以及持续维护标准的更新</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="151-普通用户">1.5.1 普通用户<a href="#151-普通用户" class="hash-link" aria-label="Direct link to 1.5.1 普通用户" title="Direct link to 1.5.1 普通用户">​</a></h3><p>尽管普通用户不进行任何形式的创作，但TA仍然是整个经济系统中很重要的一部分，例如：</p><ul><li>TA都其他创作内容的使用和体验产生消费</li><li>TA通过私人社交网络，产生的对好的内容的主动推荐行为，促进了整个市场经济</li></ul><p>当然所有人都是普通用户，并且普通用户也有可能转换为其他创作用户。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="152-创作用户">1.5.2 创作用户<a href="#152-创作用户" class="hash-link" aria-label="Direct link to 1.5.2 创作用户" title="Direct link to 1.5.2 创作用户">​</a></h3><p>平台很大一部分技术的架构都是为了创作用户，这是区别其他类似平台的关键。</p><p>传统面向普通用户的创作有两类主流方式：</p><ul><li><strong>《堡垒之夜》之类的沙盒游戏</strong>，在这类游戏中，整个世界的规则类型比较一致，比如《堡垒之夜》的堡垒建造与逃生，《我的世界》中的怪物机制等，这些机制内置于系统中，平台提供大量具有固定行为的物件，玩家创作的自由度相对较小：基本上不涉及逻辑本身的构造，只有跟物理位置，物体组合等相关与游戏行为无关的策略</li><li><strong>AR事件驱动的增强现实体验</strong>，这些应用以《Snapchat》为代表，它提供一些固定的具有互动体验的道具或者滤镜，用户借助摄像机进行体验；这种体验本身不涉及3D的创作，例如制作一个新的滤镜或者一种新的体验，但是它们产生了一个独一无二的视频内容，并且这个内容是跟自己高度相关的。</li></ul><p>《Snapchat》的模板只能在PC端制作，《Reality World》则可以及时创作《Snapchat》类似的模板，并且可以选择更丰富的功能组合。</p><p>为此，《Reality World》需要支持任意的组件使用，组件之间可以任意协作，这样才能不限制创作，不然就会很容易局限于一个特定的组件包，或者一些特定的互动类型，<strong>任意组件之间可以通信和组合是Reality World独特的功能，它能够释放创作者无限的创意</strong>。</p><p>XR设备上的创作用户必须购买资源，因为他们只能基于已有的资源进行创作，当然有一些资源包或者组件是帮助程序化生成内容的，这类组件可以生成一些随机不固定的内容。资源的类型包括：</p><ul><li>静态资源：模型（如树木、汽车、弓箭等）、纹理、粒子特效、动画等，Reality World官方应该提供较多的基础资源</li><li>功能组件，组件是最基本的行为，它们是用户看不见的逻辑代码，它们用来控制物体在游戏世界中的行为；不同组件包之间的组件可以任何组合，创作者需要区分它们的功能，才能生成更好的合理的交互逻辑。这是创作体验的一部分。</li><li>部件或者物体，由一定的组件组合形成，具有某些特定逻辑功能的游戏对象或者实体，这些实体是直接存在于游戏场景结构中的元素，这些物体可能包含模型、动画、以及能够良好控制这些模型及其行为的组件组合，它们通常是用户直接放置在场景中就可以使用的，类似《堡垒之夜》当中的物体；它们有些也是用于帮助创作一个场景的结构性的组件，例如一个包含TAG的Entity，一个NPC怪物等；也包含一些特殊内置功能的部件，例如Layer表等。</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="1521-一个creation的创作流程">1.5.2.1 一个Creation的创作流程<a href="#1521-一个creation的创作流程" class="hash-link" aria-label="Direct link to 1.5.2.1 一个Creation的创作流程" title="Direct link to 1.5.2.1 一个Creation的创作流程">​</a></h4><ul><li>创作者首先浏览Creation商店，下载或者购买一些基本的资源，如上面介绍的静态资源、功能组件和物体等。</li><li>开发者选择一个物体，将其拖入初始的空场景中</li><li>然后选择物体对其属性进行编辑，其中可以对其添加组件，组件按类型进行组织，每个组件有结构化的描述及说明，说明应该怎样使用该组件</li><li>修改组件的属性参数等，组件通过参数来改变物体的行为或者视觉，例如如果是程序化生成组件，则可以生成不同的场景，如果是粒子特效组件，则形成不同的视觉效果</li><li>播放预览</li><li>将链接发送给好友</li><li>好友点击链接加入一起体验</li><li>如果好友具有权限，可以进行共同编辑，这些编辑也可以是同时在线协同的</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="153-开发者">1.5.3 开发者<a href="#153-开发者" class="hash-link" aria-label="Direct link to 1.5.3 开发者" title="Direct link to 1.5.3 开发者">​</a></h3><p>开发者只能基于标准开发组件，一个组件必须支持某个标准，当然一个组件可以支持多个标准，来实现不同标准之间的通信。</p><p>标准和组件是隔离的。除来自标准之外的符号，其他符号都是私有变量。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="154-标准作者">1.5.4 标准作者<a href="#154-标准作者" class="hash-link" aria-label="Direct link to 1.5.4 标准作者" title="Direct link to 1.5.4 标准作者">​</a></h3><p>某个标准的负责人，当然标准可以转卖，当前负责人不一定是创始作者。</p><p>此外，标准不一定需要编程，它仅仅涉及定义与某个抽象相关的数据结构。因此，不具备编程能力，但是具有较强抽象能力的人也可以创建和维护标准。但是从更好的数据结构定义角度，由编程人员维护标准是最合适的，但是编程人员的抽象能力往往不够。所以理想的情况下是某个标准后面有抽象能力较强和编程能力较强两者的组合。</p><p>参见4.11和4.12节内容。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/introduction/business-model"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">1.4 商业模式</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/introduction/value"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">1.6 创造增量价值</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#151-普通用户" class="table-of-contents__link toc-highlight">1.5.1 普通用户</a></li><li><a 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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.5 用户</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>1.5 用户</h1></header><p>Reality World平台有四种类型的用户，当然这里只从创作层面区分，不涉及商业方面的分类或者逻辑：</p><ul><li>普通用户：类似于抖音平台只观看视频，从来没有或者很少发布内容的用户</li><li>创作用户：指只在XR设备上，不借助PC编辑器的情况下进行内容创作</li><li>开发者：使用PC编辑器Reality Create基于标准进行组件开发</li><li>标准作者：基于对现实世界的理解提出某种抽象，并将其转换为标准，以及持续维护标准的更新</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="151-普通用户">1.5.1 普通用户<a href="#151-普通用户" class="hash-link" aria-label="Direct link to 1.5.1 普通用户" title="Direct link to 1.5.1 普通用户">​</a></h3><p>尽管普通用户不进行任何形式的创作，但TA仍然是整个经济系统中很重要的一部分，例如：</p><ul><li>TA都其他创作内容的使用和体验产生消费</li><li>TA通过私人社交网络，产生的对好的内容的主动推荐行为，促进了整个市场经济</li></ul><p>当然所有人都是普通用户，并且普通用户也有可能转换为其他创作用户。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="152-创作用户">1.5.2 创作用户<a href="#152-创作用户" class="hash-link" aria-label="Direct link to 1.5.2 创作用户" title="Direct link to 1.5.2 创作用户">​</a></h3><p>平台很大一部分技术的架构都是为了创作用户，这是区别其他类似平台的关键。</p><p>传统面向普通用户的创作有两类主流方式：</p><ul><li><strong>《堡垒之夜》之类的沙盒游戏</strong>，在这类游戏中，整个世界的规则类型比较一致，比如《堡垒之夜》的堡垒建造与逃生，《我的世界》中的怪物机制等，这些机制内置于系统中，平台提供大量具有固定行为的物件，玩家创作的自由度相对较小：基本上不涉及逻辑本身的构造，只有跟物理位置，物体组合等相关与游戏行为无关的策略</li><li><strong>AR事件驱动的增强现实体验</strong>，这些应用以《Snapchat》为代表，它提供一些固定的具有互动体验的道具或者滤镜，用户借助摄像机进行体验；这种体验本身不涉及3D的创作，例如制作一个新的滤镜或者一种新的体验，但是它们产生了一个独一无二的视频内容，并且这个内容是跟自己高度相关的。</li></ul><p>《Snapchat》的模板只能在PC端制作，《Reality World》则可以及时创作《Snapchat》类似的模板，并且可以选择更丰富的功能组合。</p><p>为此，《Reality World》需要支持任意的组件使用，组件之间可以任意协作，这样才能不限制创作，不然就会很容易局限于一个特定的组件包，或者一些特定的互动类型，<strong>任意组件之间可以通信和组合是Reality World独特的功能，它能够释放创作者无限的创意</strong>。</p><p>XR设备上的创作用户必须购买资源，因为他们只能基于已有的资源进行创作，当然有一些资源包或者组件是帮助程序化生成内容的，这类组件可以生成一些随机不固定的内容。资源的类型包括：</p><ul><li>静态资源：模型（如树木、汽车、弓箭等）、纹理、粒子特效、动画等，Reality World官方应该提供较多的基础资源</li><li>功能组件，组件是最基本的行为，它们是用户看不见的逻辑代码，它们用来控制物体在游戏世界中的行为；不同组件包之间的组件可以任何组合，创作者需要区分它们的功能，才能生成更好的合理的交互逻辑。这是创作体验的一部分。</li><li>部件或者物体，由一定的组件组合形成，具有某些特定逻辑功能的游戏对象或者实体，这些实体是直接存在于游戏场景结构中的元素，这些物体可能包含模型、动画、以及能够良好控制这些模型及其行为的组件组合，它们通常是用户直接放置在场景中就可以使用的，类似《堡垒之夜》当中的物体；它们有些也是用于帮助创作一个场景的结构性的组件，例如一个包含TAG的Entity，一个NPC怪物等；也包含一些特殊内置功能的部件，例如Layer表等。</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="1521-一个creation的创作流程">1.5.2.1 一个Creation的创作流程<a href="#1521-一个creation的创作流程" class="hash-link" aria-label="Direct link to 1.5.2.1 一个Creation的创作流程" title="Direct link to 1.5.2.1 一个Creation的创作流程">​</a></h4><ul><li>创作者首先浏览Creation商店，下载或者购买一些基本的资源，如上面介绍的静态资源、功能组件和物体等。</li><li>开发者选择一个物体，将其拖入初始的空场景中</li><li>然后选择物体对其属性进行编辑，其中可以对其添加组件，组件按类型进行组织，每个组件有结构化的描述及说明，说明应该怎样使用该组件</li><li>修改组件的属性参数等，组件通过参数来改变物体的行为或者视觉，例如如果是程序化生成组件，则可以生成不同的场景，如果是粒子特效组件，则形成不同的视觉效果</li><li>播放预览</li><li>将链接发送给好友</li><li>好友点击链接加入一起体验</li><li>如果好友具有权限，可以进行共同编辑，这些编辑也可以是同时在线协同的</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="153-开发者">1.5.3 开发者<a href="#153-开发者" class="hash-link" aria-label="Direct link to 1.5.3 开发者" title="Direct link to 1.5.3 开发者">​</a></h3><p>开发者只能基于标准开发组件，一个组件必须支持某个标准，当然一个组件可以支持多个标准，来实现不同标准之间的通信。</p><p>标准和组件是隔离的。除来自标准之外的符号，其他符号都是私有变量。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="154-标准作者">1.5.4 标准作者<a href="#154-标准作者" class="hash-link" aria-label="Direct link to 1.5.4 标准作者" title="Direct link to 1.5.4 标准作者">​</a></h3><p>某个标准的负责人，当然标准可以转卖，当前负责人不一定是创始作者。</p><p>此外，标准不一定需要编程，它仅仅涉及定义与某个抽象相关的数据结构。因此，不具备编程能力，但是具有较强抽象能力的人也可以创建和维护标准。但是从更好的数据结构定义角度，由编程人员维护标准是最合适的，但是编程人员的抽象能力往往不够。所以理想的情况下是某个标准后面有抽象能力较强和编程能力较强两者的组合。</p><p>参见4.11和4.12节内容。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/introduction/business-model"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">1.4 商业模式</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/introduction/value"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">1.6 创造增量价值</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#151-普通用户" class="table-of-contents__link toc-highlight">1.5.1 普通用户</a></li><li><a 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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.6 创造增量价值</span><meta itemprop="position" content="2"></li></ul></nav><div class="theme-doc-markdown markdown"><header><h1>1.6 创造增量价值</h1></header><p>元宇宙代表的不仅是一种新的体验，它将对整个社会甚至数字信息化的进程带来全方位的影响，这种影响不仅仅是一种新的技术或者一种新的功能那么简单，它将包括对计算架构以及全新的信息表述方式这种深层次的变革。</p><p>很显然，这种由用户驱动的全新体验需求，用当下的技术架构是做不到的，而且它的限制的根源来源于更底层的计算架构。在近几十年的计算机时代中，底层的计算架构基本上没有发生太根本性变化，例如我们能感知到的：</p><ul><li>近10年编译架构基本上没有太大变化，一些10年前的经典著名基本上现在还是适用的</li><li>近10年编程语言的发展也没有革命性的变化，不仅至2010年之后很少推出全新的语言，大部分语言设计也只是针对一些开发体验层面的选择，很多语言的核心思想甚至早在2000年之前就确定</li></ul><p><img loading="lazy" alt="add" src="/assets/images/add-c0fef0031b7f32b99f01a937935d1c93.png" width="1920" height="1080" class="img_ev3q"></p><p>编译和编程语言是计算架构最重要的指向，因为它们连接计算机硬件和应用软件，它们的变革往往能够决定上层软件形态的变革，从而决定技术带给消费者的变革。</p><p>当元宇宙带来真正大规模、互操作、大并发等等这些传统计算模型不能应付的需求时，我们需要全新的思路，在计算架构层面创造全新的增量价值，才有机会驱动整个元宇宙的变革。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/introduction/user"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">1.5 用户</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.6 创造增量价值</span><meta itemprop="position" content="2"></li></ul></nav><div class="theme-doc-markdown markdown"><header><h1>1.6 创造增量价值</h1></header><p>元宇宙代表的不仅是一种新的体验，它将对整个社会甚至数字信息化的进程带来全方位的影响，这种影响不仅仅是一种新的技术或者一种新的功能那么简单，它将包括对计算架构以及全新的信息表述方式这种深层次的变革。</p><p>很显然，这种由用户驱动的全新体验需求，用当下的技术架构是做不到的，而且它的限制的根源来源于更底层的计算架构。在近几十年的计算机时代中，底层的计算架构基本上没有发生太根本性变化，例如我们能感知到的：</p><ul><li>近10年编译架构基本上没有太大变化，一些10年前的经典著名基本上现在还是适用的</li><li>近10年编程语言的发展也没有革命性的变化，不仅至2010年之后很少推出全新的语言，大部分语言设计也只是针对一些开发体验层面的选择，很多语言的核心思想甚至早在2000年之前就确定</li></ul><p><img loading="lazy" alt="add" src="/assets/images/add-c0fef0031b7f32b99f01a937935d1c93.png" width="1920" height="1080" class="img_ev3q"></p><p>编译和编程语言是计算架构最重要的指向，因为它们连接计算机硬件和应用软件，它们的变革往往能够决定上层软件形态的变革，从而决定技术带给消费者的变革。</p><p>当元宇宙带来真正大规模、互操作、大并发等等这些传统计算模型不能应付的需求时，我们需要全新的思路，在计算架构层面创造全新的增量价值，才有机会驱动整个元宇宙的变革。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/introduction/user"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">1.5 用户</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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249);font-style:italic">import</span><span class="token plain"> aiohttp</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> asyncio</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">from</span><span class="token plain"> typing </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> List</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> Optional</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> json</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">from</span><span class="token plain"> chidori </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> Chidori</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> GraphBuilder</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">Story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">__init__</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> title</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">str</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> url</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> Optional</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token builtin" style="color:rgb(189, 147, 249)">str</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> score</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> Optional</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token builtin" style="color:rgb(189, 147, 249)">float</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">title </span><span class="token operator">=</span><span class="token plain"> title</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">url </span><span class="token operator">=</span><span class="token plain"> url</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">score </span><span class="token operator">=</span><span class="token plain"> score</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">HN_URL_TOP_STORIES </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;https://hacker-news.firebaseio.com/v0/topstories.json?print=pretty&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">fetch_story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">id</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">with</span><span class="token plain"> session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">get</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">f&quot;https://hacker-news.firebaseio.com/v0/item/</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string-interpolation interpolation builtin" style="color:rgb(189, 147, 249)">id</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">.json?print=pretty&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">as</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">json</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token operator">-</span><span class="token operator">&gt;</span><span class="token plain"> List</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain">Story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">with</span><span class="token plain"> aiohttp</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">ClientSession</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">as</span><span class="token plain"> session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">with</span><span class="token plain"> session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">get</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">HN_URL_TOP_STORIES</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">as</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            story_ids </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">json</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        tasks </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">id</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> story_ids</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token number">30</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain">  </span><span class="token comment" style="color:rgb(98, 114, 164)"># Limit to 30 stories</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            tasks</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">append</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">fetch_story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">id</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        stories </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> asyncio</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">gather</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token operator">*</span><span class="token plain">tasks</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        stories_out </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> story </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> stories</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            story_dict </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">k</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">get</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">k</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> k </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;title&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;url&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;score&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            stories_out</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">append</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">Story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token operator">**</span><span class="token plain">story_dict</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> stories_out</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token comment" style="color:rgb(98, 114, 164)"># ^^^^^^^^^^^^^^^^^^^^^^^^^^^</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token comment" style="color:rgb(98, 114, 164)"># Methods for fetching hacker news posts via api</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ChidoriWorker</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">__init__</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c </span><span class="token operator">=</span><span class="token plain"> Chidori</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;http://localhost:9800&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">build_graph</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        g </span><span class="token operator">=</span><span class="token plain"> GraphBuilder</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Create a custom node, we will implement our</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># own handler for this node type</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        h </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">custom_node</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FetchTopHN&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            node_type_name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FetchTopHN&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            output</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{ output: String }&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># A prompt node, pulling in the value of the output from FetchTopHN</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># and templating that into the prompt for GPT3.5</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        h_interpret </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">prompt_node</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;InterpretTheGroup&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            template</span><span class="token operator">=</span><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">&quot;&quot;&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                Based on the following list of HackerNews threads, </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                filter this list to only launches of new AI projects: {{FetchTopHN.output}}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">            &quot;&quot;&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> h_interpret</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run_when</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> h</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        h_format_and_rank </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">prompt_node</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FormatAndRank&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            template</span><span class="token operator">=</span><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">&quot;&quot;&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                Format this list of new AI projects in markdown, ranking the most </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                interesting projects from most interesting to least. </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                {{InterpretTheGroup.promptResult}}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">            &quot;&quot;&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> h_format_and_rank</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run_when</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> h_interpret</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Commit the graph, this pushes the configured graph</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># to our durable execution runtime.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">commit</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Construct the agent graph</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">build_graph</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Start graph execution from the root</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">play</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Run the node execution loop</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run_custom_node_loop</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">handle_fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">node_will_exec</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    stories </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    result </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;output&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> json</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">dumps</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain">story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">__dict__ </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> story </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> stories</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> result</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">main</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    w </span><span class="token operator">=</span><span class="token plain"> ChidoriWorker</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> w</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">start_server</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;:memory:&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> w</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">register_custom_node_handle</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FetchTopHN&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> handle_fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> w</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> __name__ </span><span class="token operator">==</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;__main__&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    asyncio</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">main</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" 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c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-community-current,docs-default-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> aiohttp</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> asyncio</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">from</span><span class="token plain"> typing </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> List</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> Optional</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> json</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">from</span><span class="token plain"> chidori </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> Chidori</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> GraphBuilder</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">Story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">__init__</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> title</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">str</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> url</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> Optional</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token builtin" style="color:rgb(189, 147, 249)">str</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> score</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> Optional</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token builtin" style="color:rgb(189, 147, 249)">float</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">title </span><span class="token operator">=</span><span class="token plain"> title</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">url </span><span class="token operator">=</span><span class="token plain"> url</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">score </span><span class="token operator">=</span><span class="token plain"> score</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">HN_URL_TOP_STORIES </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;https://hacker-news.firebaseio.com/v0/topstories.json?print=pretty&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">fetch_story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">id</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">with</span><span class="token plain"> session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">get</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">f&quot;https://hacker-news.firebaseio.com/v0/item/</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string-interpolation interpolation builtin" style="color:rgb(189, 147, 249)">id</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">.json?print=pretty&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">as</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">json</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token operator">-</span><span class="token operator">&gt;</span><span class="token plain"> List</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain">Story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">with</span><span class="token plain"> aiohttp</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">ClientSession</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">as</span><span class="token plain"> session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">with</span><span class="token plain"> session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">get</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">HN_URL_TOP_STORIES</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">as</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            story_ids </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">json</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        tasks </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">id</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> story_ids</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token number">30</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain">  </span><span class="token comment" style="color:rgb(98, 114, 164)"># Limit to 30 stories</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            tasks</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">append</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">fetch_story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">id</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        stories </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> asyncio</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">gather</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token operator">*</span><span class="token plain">tasks</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        stories_out </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> story </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> stories</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            story_dict </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">k</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">get</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">k</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> k </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;title&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;url&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;score&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            stories_out</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">append</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">Story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token operator">**</span><span class="token plain">story_dict</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> stories_out</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token comment" style="color:rgb(98, 114, 164)"># ^^^^^^^^^^^^^^^^^^^^^^^^^^^</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token comment" style="color:rgb(98, 114, 164)"># Methods for fetching hacker news posts via api</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ChidoriWorker</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">__init__</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c </span><span class="token operator">=</span><span class="token plain"> Chidori</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;http://localhost:9800&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">build_graph</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        g </span><span class="token operator">=</span><span class="token plain"> GraphBuilder</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Create a custom node, we will implement our</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># own handler for this node type</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        h </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">custom_node</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FetchTopHN&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            node_type_name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FetchTopHN&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            output</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{ output: String }&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># A prompt node, pulling in the value of the output from FetchTopHN</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># and templating that into the prompt for GPT3.5</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        h_interpret </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">prompt_node</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;InterpretTheGroup&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            template</span><span class="token operator">=</span><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">&quot;&quot;&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                Based on the following list of HackerNews threads, </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                filter this list to only launches of new AI projects: {{FetchTopHN.output}}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">            &quot;&quot;&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> h_interpret</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run_when</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> h</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        h_format_and_rank </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">prompt_node</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FormatAndRank&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            template</span><span class="token operator">=</span><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">&quot;&quot;&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                Format this list of new AI projects in markdown, ranking the most </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                interesting projects from most interesting to least. </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                {{InterpretTheGroup.promptResult}}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">            &quot;&quot;&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> h_format_and_rank</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run_when</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> h_interpret</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Commit the graph, this pushes the configured graph</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># to our durable execution runtime.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">commit</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Construct the agent graph</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">build_graph</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Start graph execution from the root</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">play</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Run the node execution loop</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run_custom_node_loop</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">handle_fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">node_will_exec</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    stories </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    result </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;output&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> json</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">dumps</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain">story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">__dict__ </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> story </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> stories</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> result</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">main</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    w </span><span class="token operator">=</span><span class="token plain"> ChidoriWorker</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> w</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">start_server</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;:memory:&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> w</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">register_custom_node_handle</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FetchTopHN&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> handle_fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> w</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> __name__ </span><span class="token operator">==</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;__main__&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    asyncio</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">main</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" 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c-0.39,0.39-0.39,1.03,0,1.41l1.06,1.06c0.39,0.39,1.03,0.39,1.41,0s0.39-1.03,0-1.41L5.99,4.58z M18.36,16.95 c-0.39-0.39-1.03-0.39-1.41,0c-0.39,0.39-0.39,1.03,0,1.41l1.06,1.06c0.39,0.39,1.03,0.39,1.41,0c0.39-0.39,0.39-1.03,0-1.41 L18.36,16.95z M19.42,5.99c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06c-0.39,0.39-0.39,1.03,0,1.41 s1.03,0.39,1.41,0L19.42,5.99z M7.05,18.36c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06 c-0.39,0.39-0.39,1.03,0,1.41s1.03,0.39,1.41,0L7.05,18.36z"></path></svg><svg viewBox="0 0 24 24" width="24" height="24" class="darkToggleIcon_wfgR"><path fill="currentColor" d="M9.37,5.51C9.19,6.15,9.1,6.82,9.1,7.5c0,4.08,3.32,7.4,7.4,7.4c0.68,0,1.35-0.09,1.99-0.27C17.45,17.19,14.93,19,12,19 c-3.86,0-7-3.14-7-7C5,9.07,6.81,6.55,9.37,5.51z M12,3c-4.97,0-9,4.03-9,9s4.03,9,9,9s9-4.03,9-9c0-0.46-0.04-0.92-0.1-1.36 c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-default-current,docs-community-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><p>First define a Story struct with editor:</p><p><img loading="lazy" alt="std" src="/assets/images/cogine-standards-afa43691cf3fe033e9a474df75d9608c.png" width="1362" height="589" class="img_ev3q"></p><p>Then define your component&#x27;s input and output using the above defined struct also with editor:</p><p><img loading="lazy" alt="std" src="/assets/images/cogine-components-c811dd4b9b3bcee1dcddcd64eeb2e83b.png" width="1618" height="504" class="img_ev3q"></p><p>Then define your logic flow:</p><p><img loading="lazy" alt="std" src="/assets/images/cogine-flow-a9536cf3eaca92b6114d933df6f95c55.png" width="1614" height="303" class="img_ev3q"></p><p>Finally write your component&#x27;s code with Lua:</p><p>fetch_top_hn.lua:</p><div class="language-lua codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-lua codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">function updating()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local story_ids = get_url(&quot;https://hacker-news.firebaseio.com/v0/topstories.json?print=pretty&quot;)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    for i = 1, #story_ids do</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        local url = string.format(&quot;https://hacker-news.firebaseio.com/v0/item/%s.json?print=pretty&quot;, story_ids[i])</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        stories[i] = get_url(url)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">end</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>interpret_the_group.lua:</p><div class="language-lua codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-lua codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">function updating()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local prompt = string.format(&quot;Based on the following list of HackerNews threads, filter this list to only launches of new AI projects: %s&quot;, table_to_string(stories))</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local result = chat_completions(&quot;Please only return the result list as a RFC8259 compliant JSON format with no &#x27;\&#x27; character, no extra information&quot;, prompt)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    if result[&quot;ok&quot;] == true then</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        for i = 1, #result[&quot;content&quot;] do</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            local story = {}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            out_stories[i] = result[&quot;content&quot;][i]</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">end</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>format_and_rank.lua:</p><div class="language-lua codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-lua codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">function updating()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local prompt = string.format(&quot;this list of new AI projects in markdown, ranking the most interesting projects from most interesting to least. %s&quot;, table_to_string(stories))</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local result = chat_completions(&quot;Please only return the result list as a RFC8259 compliant JSON format with no &#x27;\&#x27; character, no extra information&quot;,prompt)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local msg = &quot;The news with AI topics are:\n&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    if result[&quot;ok&quot;] == true then</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        for i = 1, #result[&quot;content&quot;] do</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            msg = string.format(&quot;%s%d. %s\n&quot;,msg,i,result[&quot;content&quot;][i][&quot;title&quot;])</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    message[&quot;content&quot;] = msg</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    message[&quot;receiver&quot;] = &quot;user&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">end</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></article></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" 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c-0.39,0.39-0.39,1.03,0,1.41l1.06,1.06c0.39,0.39,1.03,0.39,1.41,0s0.39-1.03,0-1.41L5.99,4.58z M18.36,16.95 c-0.39-0.39-1.03-0.39-1.41,0c-0.39,0.39-0.39,1.03,0,1.41l1.06,1.06c0.39,0.39,1.03,0.39,1.41,0c0.39-0.39,0.39-1.03,0-1.41 L18.36,16.95z M19.42,5.99c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06c-0.39,0.39-0.39,1.03,0,1.41 s1.03,0.39,1.41,0L19.42,5.99z M7.05,18.36c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06 c-0.39,0.39-0.39,1.03,0,1.41s1.03,0.39,1.41,0L7.05,18.36z"></path></svg><svg viewBox="0 0 24 24" width="24" height="24" class="darkToggleIcon_wfgR"><path fill="currentColor" d="M9.37,5.51C9.19,6.15,9.1,6.82,9.1,7.5c0,4.08,3.32,7.4,7.4,7.4c0.68,0,1.35-0.09,1.99-0.27C17.45,17.19,14.93,19,12,19 c-3.86,0-7-3.14-7-7C5,9.07,6.81,6.55,9.37,5.51z M12,3c-4.97,0-9,4.03-9,9s4.03,9,9,9s9-4.03,9-9c0-0.46-0.04-0.92-0.1-1.36 c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-community-current,docs-default-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><p>First define a Story struct with editor:</p><p><img loading="lazy" alt="std" src="/assets/images/cogine-standards-afa43691cf3fe033e9a474df75d9608c.png" width="1362" height="589" class="img_ev3q"></p><p>Then define your component&#x27;s input and output using the above defined struct also with editor:</p><p><img loading="lazy" alt="std" src="/assets/images/cogine-components-c811dd4b9b3bcee1dcddcd64eeb2e83b.png" width="1618" height="504" class="img_ev3q"></p><p>Then define your logic flow:</p><p><img loading="lazy" alt="std" src="/assets/images/cogine-flow-a9536cf3eaca92b6114d933df6f95c55.png" width="1614" height="303" class="img_ev3q"></p><p>Finally write your component&#x27;s code with Lua:</p><p>fetch_top_hn.lua:</p><div class="language-lua codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-lua codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">function updating()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local story_ids = get_url(&quot;https://hacker-news.firebaseio.com/v0/topstories.json?print=pretty&quot;)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    for i = 1, #story_ids do</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        local url = string.format(&quot;https://hacker-news.firebaseio.com/v0/item/%s.json?print=pretty&quot;, story_ids[i])</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        stories[i] = get_url(url)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">end</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>interpret_the_group.lua:</p><div class="language-lua codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-lua codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">function updating()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local prompt = string.format(&quot;Based on the following list of HackerNews threads, filter this list to only launches of new AI projects: %s&quot;, table_to_string(stories))</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local result = chat_completions(&quot;Please only return the result list as a RFC8259 compliant JSON format with no &#x27;\&#x27; character, no extra information&quot;, prompt)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    if result[&quot;ok&quot;] == true then</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        for i = 1, #result[&quot;content&quot;] do</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            local story = {}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            out_stories[i] = result[&quot;content&quot;][i]</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">end</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>format_and_rank.lua:</p><div class="language-lua codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-lua codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">function updating()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local prompt = string.format(&quot;this list of new AI projects in markdown, ranking the most interesting projects from most interesting to least. %s&quot;, table_to_string(stories))</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local result = chat_completions(&quot;Please only return the result list as a RFC8259 compliant JSON format with no &#x27;\&#x27; character, no extra information&quot;,prompt)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local msg = &quot;The news with AI topics are:\n&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    if result[&quot;ok&quot;] == true then</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        for i = 1, #result[&quot;content&quot;] do</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            msg = string.format(&quot;%s%d. %s\n&quot;,msg,i,result[&quot;content&quot;][i][&quot;title&quot;])</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    message[&quot;content&quot;] = msg</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    message[&quot;receiver&quot;] = &quot;user&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">end</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></article></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" 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c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-default-current,docs-community-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><table><thead><tr><th align="left">Name</th><th align="left">Description</th><th align="center">LangChain</th><th align="center">Chidori</th><th align="center">Cogine</th></tr></thead><tbody><tr><td align="left">Decentralized data</td><td align="left">User&#x27;s data are stored outside of the application and user controls its access permission from the applications</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Interoperability</td><td align="left">One agent can interoperate with any others even it is not developed by a same developer</td><td align="center">limited to agents developed by a same developer and need to call API manually</td><td align="center">limited to agents developed by a same developer and need to call API manually</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Multi-agent collaboration</td><td align="left">Has standard collaborating mechanism between User, System and Agents</td><td align="center">No standard mechanism and need to communicate case by case, also limited to a same developer</td><td align="center">No standard mechanism and need to communicate case by case, also limited to a same developer</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Function/Agent-level sand-boxing</td><td align="left">Every agent and even a function can be isolated so that multi agents come from different can be running in a same memory environment safely</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Conversational computing</td><td align="left">Code can talk to user, system or other agents to ask more information at any function location, the agent will be paused and continue to run when got response.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Logic-abstraction</td><td align="left">We re-organized the whole program to make developers focused on logic of busniess and forget about the hardware, data and programing language abstraction.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Visual graph editing</td><td align="left">We build a graph interaction which is as simple as Houdini and as powerful as any turning completed programming language.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Agent format standard</td><td align="left">We defined a agent format standard to represent a turing completed agent program which can be loaded and runned dynamically so everyone can develop an agent to handle personal needs.</td><td align="center">some runtime in-memory agent object</td><td align="center">some runtime in-memory agent object</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Virtual machine &amp; Dynamical loading and running</td><td align="left">Can load and run dynamically</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg 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c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-community-current,docs-default-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><table><thead><tr><th align="left">Name</th><th align="left">Description</th><th align="center">LangChain</th><th align="center">Chidori</th><th align="center">Cogine</th></tr></thead><tbody><tr><td align="left">Decentralized data</td><td align="left">User&#x27;s data are stored outside of the application and user controls its access permission from the applications</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Interoperability</td><td align="left">One agent can interoperate with any others even it is not developed by a same developer</td><td align="center">limited to agents developed by a same developer and need to call API manually</td><td align="center">limited to agents developed by a same developer and need to call API manually</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Multi-agent collaboration</td><td align="left">Has standard collaborating mechanism between User, System and Agents</td><td align="center">No standard mechanism and need to communicate case by case, also limited to a same developer</td><td align="center">No standard mechanism and need to communicate case by case, also limited to a same developer</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Function/Agent-level sand-boxing</td><td align="left">Every agent and even a function can be isolated so that multi agents come from different can be running in a same memory environment safely</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Conversational computing</td><td align="left">Code can talk to user, system or other agents to ask more information at any function location, the agent will be paused and continue to run when got response.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Logic-abstraction</td><td align="left">We re-organized the whole program to make developers focused on logic of busniess and forget about the hardware, data and programing language abstraction.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Visual graph editing</td><td align="left">We build a graph interaction which is as simple as Houdini and as powerful as any turning completed programming language.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Agent format standard</td><td align="left">We defined a agent format standard to represent a turing completed agent program which can be loaded and runned dynamically so everyone can develop an agent to handle personal needs.</td><td align="center">some runtime in-memory agent object</td><td align="center">some runtime in-memory agent object</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Virtual machine &amp; Dynamical loading and running</td><td align="left">Can load and run dynamically</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg 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c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-default-current,docs-community-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container" style="padding:50px 20px 50px 20px" id="page-pricing"><h1 class="text--center"> Features and benefits</h1><h2 class="text--center" style="font-weight:normal">The following we list the main features of Cogine, for the details please check the technical documentation.</h2><br><table><thead><tr><th align="left">Name</th><th align="left">Description</th><th align="center">LangChain</th><th align="center">Chidori</th><th align="center">Cogine</th></tr></thead><tbody><tr><td align="left">Decentralized data</td><td align="left">User&#x27;s data are stored outside of the application and user controls its access permission from the applications</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Interoperability</td><td align="left">One agent can interoperate with any others even it is not developed by a same developer</td><td align="center">limited to agents developed by a same developer and need to call API manually</td><td align="center">limited to agents developed by a same developer and need to call API manually</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Multi-agent collaboration</td><td align="left">Has standard collaborating mechanism between User, System and Agents</td><td align="center">No standard mechanism and need to communicate case by case, also limited to a same developer</td><td align="center">No standard mechanism and need to communicate case by case, also limited to a same developer</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Function/Agent-level sand-boxing</td><td align="left">Every agent and even a function can be isolated so that multi agents come from different can be running in a same memory environment safely</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Conversational computing</td><td align="left">Code can talk to user, system or other agents to ask more information at any function location, the agent will be paused and continue to run when got response.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Logic-abstraction</td><td align="left">We re-organized the whole program to make developers focused on logic of busniess and forget about the hardware, data and programing language abstraction.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Visual graph editing</td><td align="left">We build a graph interaction which is as simple as Houdini and as powerful as any turning completed programming language.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Agent format standard</td><td align="left">We defined a agent format standard to represent a turing completed agent program which can be loaded and runned dynamically so everyone can develop an agent to handle personal needs.</td><td align="center">some runtime in-memory agent object</td><td align="center">some runtime in-memory agent object</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Virtual machine &amp; Dynamical loading and running</td><td align="left">Can load and run dynamically</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr></tbody></table><br><section class="page__section"><div class="container"><h2 class="section__header text--center" style="padding:10px">Development comparison with LangChain and Chidori</h2><p class="text--center" style="white-space:pre-wrap">Basically, in other framework, you have to learn Python language, have to care about the structure of the program and have to learn many architecture design (such as different specific class and its inheritance relationships. In Cogine, the only thing you are care about is your logic, no other programming burden.</p><div style="margin-top:30px"><div class="row"><div class="col col--8 col--offset-2"><div class="col-demo center"><div style="width:1020px"><div class="tabs-container tabList__CuJ"><ul role="tablist" aria-orientation="horizontal" class="tabs center"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_LNqP tabs__item--active">Cogine</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">LangChain</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">Chidori</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Ymn6"><p>First define a Story struct with editor:</p><p><img alt="std" src="/assets/images/cogine-standards-afa43691cf3fe033e9a474df75d9608c.png" width="1362" height="589"></p><p>Then define your component&#x27;s input and output using the above defined struct also with editor:</p><p><img alt="std" src="/assets/images/cogine-components-c811dd4b9b3bcee1dcddcd64eeb2e83b.png" width="1618" height="504"></p><p>Then define your logic flow:</p><p><img alt="std" src="/assets/images/cogine-flow-a9536cf3eaca92b6114d933df6f95c55.png" width="1614" height="303"></p><p>Finally write your component&#x27;s code with Lua:</p><p>fetch_top_hn.lua:</p><pre><code class="language-lua">function updating()
+<div role="region" aria-label="Skip to main content"><a class="skipToContent_fXgn" href="#__docusaurus_skipToContent_fallback">Skip to main content</a></div><div class="announcementBar_mb4j" role="banner"><div class="content_knG7 announcementBarContent_xLdY"><a target="_blank" rel="nofollow noopener noreferrer" href="https://github.com/Cogine/RealityWorld">⭐ We are going open source on GitHub</a></div></div><nav aria-label="Main" class="navbar navbar--fixed-top"><div class="navbar__inner"><div class="navbar__items"><button aria-label="Toggle navigation bar" aria-expanded="false" class="navbar__toggle clean-btn" type="button"><svg width="30" height="30" viewBox="0 0 30 30" aria-hidden="true"><path stroke="currentColor" stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" d="M4 7h22M4 15h22M4 23h22"></path></svg></button><a class="navbar__brand" href="/"><div class="navbar__logo"><img src="/img/logo/reality-world.svg" alt="Reality World" class="themedImage_ToTc 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c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-community-current,docs-default-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container" style="padding:50px 20px 50px 20px" id="page-pricing"><h1 class="text--center"> Features and benefits</h1><h2 class="text--center" style="font-weight:normal">The following we list the main features of Cogine, for the details please check the technical documentation.</h2><br><table><thead><tr><th align="left">Name</th><th align="left">Description</th><th align="center">LangChain</th><th align="center">Chidori</th><th align="center">Cogine</th></tr></thead><tbody><tr><td align="left">Decentralized data</td><td align="left">User&#x27;s data are stored outside of the application and user controls its access permission from the applications</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Interoperability</td><td align="left">One agent can interoperate with any others even it is not developed by a same developer</td><td align="center">limited to agents developed by a same developer and need to call API manually</td><td align="center">limited to agents developed by a same developer and need to call API manually</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Multi-agent collaboration</td><td align="left">Has standard collaborating mechanism between User, System and Agents</td><td align="center">No standard mechanism and need to communicate case by case, also limited to a same developer</td><td align="center">No standard mechanism and need to communicate case by case, also limited to a same developer</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Function/Agent-level sand-boxing</td><td align="left">Every agent and even a function can be isolated so that multi agents come from different can be running in a same memory environment safely</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Conversational computing</td><td align="left">Code can talk to user, system or other agents to ask more information at any function location, the agent will be paused and continue to run when got response.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Logic-abstraction</td><td align="left">We re-organized the whole program to make developers focused on logic of busniess and forget about the hardware, data and programing language abstraction.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Visual graph editing</td><td align="left">We build a graph interaction which is as simple as Houdini and as powerful as any turning completed programming language.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Agent format standard</td><td align="left">We defined a agent format standard to represent a turing completed agent program which can be loaded and runned dynamically so everyone can develop an agent to handle personal needs.</td><td align="center">some runtime in-memory agent object</td><td align="center">some runtime in-memory agent object</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Virtual machine &amp; Dynamical loading and running</td><td align="left">Can load and run dynamically</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr></tbody></table><br><section class="page__section"><div class="container"><h2 class="section__header text--center" style="padding:10px">Development comparison with LangChain and Chidori</h2><p class="text--center" style="white-space:pre-wrap">Basically, in other framework, you have to learn Python language, have to care about the structure of the program and have to learn many architecture design (such as different specific class and its inheritance relationships. In Cogine, the only thing you are care about is your logic, no other programming burden.</p><div style="margin-top:30px"><div class="row"><div class="col col--8 col--offset-2"><div class="col-demo center"><div style="width:1020px"><div class="tabs-container tabList__CuJ"><ul role="tablist" aria-orientation="horizontal" class="tabs center"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_LNqP tabs__item--active">Cogine</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">LangChain</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">Chidori</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Ymn6"><p>First define a Story struct with editor:</p><p><img alt="std" src="/assets/images/cogine-standards-afa43691cf3fe033e9a474df75d9608c.png" width="1362" height="589"></p><p>Then define your component&#x27;s input and output using the above defined struct also with editor:</p><p><img alt="std" src="/assets/images/cogine-components-c811dd4b9b3bcee1dcddcd64eeb2e83b.png" width="1618" height="504"></p><p>Then define your logic flow:</p><p><img alt="std" src="/assets/images/cogine-flow-a9536cf3eaca92b6114d933df6f95c55.png" width="1614" height="303"></p><p>Finally write your component&#x27;s code with Lua:</p><p>fetch_top_hn.lua:</p><pre><code class="language-lua">function updating()
     local story_ids = get_url(&quot;https://hacker-news.firebaseio.com/v0/topstories.json?print=pretty&quot;)
     for i = 1, #story_ids do
         local url = string.format(&quot;https://hacker-news.firebaseio.com/v0/item/%s.json?print=pretty&quot;, story_ids[i])
@@ -157,7 +157,7 @@
               <img src="/img/home/wechat.jpg" alt="Reality World开源社区群" width="150" height="150">
               <br><span>过期请加：ARealityWorld</span>
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It&#x27;s like a complex system and emerges digital intelligence.</p></div><div style="display:flex;align-items:center;justify-content:center"><div class="intro__buttons margin-top--lg text--center"><a href="https://realityworld.com/docs" target="_blank" rel="noopener noreferrer" class="button button--lg button--primary">Whitepaper</a><a href="" class="button button--lg button--primary button--outline">Get Started</a></div></div></div></div></div><div class="container text--center margin-bottom--xl"><div class="row"><div class="col"><h2>Reality World Open Source Conference</h2><div style="align-items:center"><iframe width="900" height="510" src="//player.bilibili.com/player.html?aid=920051865&amp;bvid=BV1pu4y1n7an&amp;cid=1308801283&amp;p=1" scrolling="no" border="0" frameborder="no" framespacing="0" allowfullscreen="true"> </iframe></div></div></div></div><section class="page__section" style="background-color:white"><div class="container"><h2 class="section__header text--center" style="padding:10px;color:#444950">Computing Innovation</h2><div style="margin-top:30px"><div class="row"><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Conversational</h4><p style="font-size:15px;color:#444950">Code can talk to user, system or other agents to ask more information at any function location, the agent will be paused and continue to run when got response.</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Interoperability</h4><p style="font-size:15px;color:#444950">Agents written by different developers could be running in a same memory environment and interoperate with each other with the permission of user.</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Self-evolving</h4><p style="font-size:15px;color:#444950">The agents are working in a collaborated way and user could custimize it&#x27;s personal composation to make the whole system self-evolving and emerge digital intelligence.</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Logic-abstraction</h4><p style="font-size:15px;color:#444950">We re-organized the whole program to make developers focused on logic of busniess and forget about the hardware, data and programing language abstraction.</p></div></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row-reverse"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>Let everyone can write AI agent</h2><div><p>Programming is not easy, but the hardest part is not the programming language itself, its the program structure organizing. We build a high level logic-abstraction to hide the structure and let developer focused on logic only.</p><p>Most visual graph editting is just a visual wrapper of the original codes. We build a graph interaction which is as simple as Houdini and as powerful as any turning completed programming language.</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">Read More</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><img src="/img/home/flow.png" style="height:333px;width:600px"></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>An agent VM, platform and simulator</h2><div><p>We defined a agent format standard to represent a turing completed agent program which can be loaded and runned dynamically so everyone can develop an agent to handle personal needs.</p><p>We then build a platform with a virtual machine to interpret and execute the above agent format program dynamically. By this dynamical capability, developer can create and share agent with users as simple as share a url.</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">Read More</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><svg width="561.976" height="261.549" viewBox="0 0 148.689 69.201" xml:space="preserve" xmlns="http://www.w3.org/2000/svg"><defs><marker style="overflow:visible" id="b" refX="0" refY="0" orient="auto-start-reverse" markerWidth="1" markerHeight="1" viewBox="0 0 1 1" preserveAspectRatio="xMidYMid"><path transform="scale(.5)" style="fill:context-stroke;fill-rule:evenodd;stroke:context-stroke;stroke-width:1pt" d="m5.77 0-8.65 5V-5Z"></path></marker><marker style="overflow:visible" id="c" refX="0" refY="0" orient="auto-start-reverse" markerWidth="1" markerHeight="1" viewBox="0 0 1 1" 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style="font-style:normal;font-variant:normal;font-weight:400;font-stretch:normal;font-size:3px;line-height:0;font-family:&#x27;Century Gothic&#x27;;-inkscape-font-specification:&#x27;Century Gothic, Normal&#x27;;font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;letter-spacing:0;word-spacing:0;fill:#000;fill-opacity:1;stroke-width:0.499999;stroke-linecap:round;stroke-miterlimit:2.5" x="20.779" y="135.84"><tspan x="20.779" y="135.84">inputs:</tspan></text><text xml:space="preserve" style="font-style:normal;font-variant:normal;font-weight:400;font-stretch:normal;font-size:3px;line-height:0;font-family:&#x27;Century Gothic&#x27;;-inkscape-font-specification:&#x27;Century Gothic, Normal&#x27;;font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;letter-spacing:0;word-spacing:0;fill:#000;fill-opacity:1;stroke-width:0.499999;stroke-linecap:round;stroke-miterlimit:2.5" x="20.681" y="139.134"><tspan x="20.681" y="139.134">outputs:</tspan></text><text xml:space="preserve" style="font-style:normal;font-variant:normal;font-weight:400;font-stretch:normal;font-size:3px;line-height:0;font-family:&#x27;Century Gothic&#x27;;-inkscape-font-specification:&#x27;Century Gothic, Normal&#x27;;font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;letter-spacing:0;word-spacing:0;fill:#000;fill-opacity:1;stroke-width:0.499999;stroke-linecap:round;stroke-miterlimit:2.5" x="20.832" y="142.825"><tspan x="20.832" y="142.825">components:</tspan></text><text xml:space="preserve" style="font-style:normal;font-variant:normal;font-weight:400;font-stretch:normal;font-size:3px;line-height:0;font-family:&#x27;Century Gothic&#x27;;-inkscape-font-specification:&#x27;Century Gothic, 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Gothic&#x27;;-inkscape-font-specification:&#x27;Century Gothic, Normal&#x27;;font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;fill:#b80017;fill-opacity:1;stroke-width:0.5" x="30.061" y="124.37">&#x27;test_agent&#x27;</tspan></text><text xml:space="preserve" style="font-style:normal;font-variant:normal;font-weight:400;font-stretch:normal;font-size:3px;line-height:0;font-family:&#x27;Century Gothic&#x27;;-inkscape-font-specification:&#x27;Century Gothic, Normal&#x27;;font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;letter-spacing:0;word-spacing:0;fill:#b80017;fill-opacity:1;stroke-width:0.499999;stroke-linecap:round;stroke-miterlimit:2.5" x="30.633" y="131.84"><tspan x="30.633" y="131.84">1</tspan></text><text xml:space="preserve" style="font-style:normal;font-variant:normal;font-weight:400;font-stretch:normal;font-size:3px;line-height:0;font-family:&#x27;Century Gothic&#x27;;-inkscape-font-specification:&#x27;Century Gothic, Normal&#x27;;font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;letter-spacing:0;word-spacing:0;fill:#b80017;fill-opacity:1;stroke-width:0.499999;stroke-linecap:round;stroke-miterlimit:2.5" x="30.822" y="135.819"><tspan x="30.822" y="135.819">[]</tspan></text><text xml:space="preserve" style="font-style:normal;font-variant:normal;font-weight:400;font-stretch:normal;font-size:3px;line-height:0;font-family:&#x27;Century Gothic&#x27;;-inkscape-font-specification:&#x27;Century Gothic, Normal&#x27;;font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;letter-spacing:0;word-spacing:0;fill:#b80017;fill-opacity:1;stroke-width:0.499999;stroke-linecap:round;stroke-miterlimit:2.5" x="32.417" y="139.146"><tspan x="32.417" y="139.146">[]</tspan></text><text xml:space="preserve" style="font-style:normal;font-variant:normal;font-weight:400;font-stretch:normal;font-size:3px;line-height:0;font-family:&#x27;Century Gothic&#x27;;-inkscape-font-specification:&#x27;Century Gothic, Normal&#x27;;font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;letter-spacing:0;word-spacing:0;fill:#b80017;fill-opacity:1;stroke-width:0.499999;stroke-linecap:round;stroke-miterlimit:2.5" x="40.023" y="142.837"><tspan x="40.023" y="142.837">[]</tspan></text><text xml:space="preserve" style="font-style:normal;font-variant:normal;font-weight:400;font-stretch:normal;font-size:3px;line-height:0;font-family:&#x27;Century Gothic&#x27;;-inkscape-font-specification:&#x27;Century Gothic, Normal&#x27;;font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;letter-spacing:0;word-spacing:0;fill:#b80017;fill-opacity:1;stroke-width:0.499999;stroke-linecap:round;stroke-miterlimit:2.5" x="29.459" y="128.073"><tspan x="29.459" y="128.073">&#x27;This is an agent&#x27;</tspan></text><text xml:space="preserve" style="font-style:normal;font-variant:normal;font-weight:400;font-stretch:normal;font-size:5px;line-height:0;font-family:&#x27;Century Gothic&#x27;;-inkscape-font-specification:&#x27;Century Gothic, Normal&#x27;;font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;letter-spacing:0;word-spacing:0;fill:#5c5c5c;fill-opacity:1;stroke-width:0.499999;stroke-linecap:round;stroke-miterlimit:2.5" x="18.708" y="150.316"><tspan x="18.708" y="150.316">}</tspan></text><g style="overflow:hidden;fill:#a0da9e;fill-opacity:1"><path d="M170.892 1023.98h671.997c26.46 0 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ry="2.007"></rect></g></svg></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row-reverse"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>Multi-agent conversational collaborating framework</h2><div><p>Agents can commnuicating with user, system and other agents in a very simple way which provides the ability to finish a task in a collaberating way.</p><p>In a LLM-powered application, the inputs of a function is semantic instead of structured data, which brings uncertainty and needs conversational way to get more information. For solve this problem, we propose a new concept and a novel architecture called &quot;Conversational computing&quot; for the first time in the world, to make any function can be paused and conversational commnuicating with user, system and other agents to get full information it needs without extra works.</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">Read More</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><svg width="493.193" height="166.194" viewBox="0 0 130.491 43.972" xml:space="preserve" xmlns="http://www.w3.org/2000/svg" style="width:600px;height:auto"><defs><marker style="overflow:visible" id="e" refX="0" refY="0" orient="auto-start-reverse" markerWidth="1" markerHeight="1" viewBox="0 0 1 1" preserveAspectRatio="xMidYMid"><path transform="scale(.5)" 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style="fill:#b2b2b2;stroke:#3f3f3f;stroke-width:0.292262;stroke-linecap:round;stroke-miterlimit:2.9;paint-order:markers fill stroke" width="15.587" height="7.589" x="150.02" y="134.039" ry="1.711"></rect></g></svg></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>An engine of complexity to emerge intelligence</h2><div><p>In biology or social economic syetm, many agreements have come to that the intelligence of the system come from the emergence mechanism of the complex system theory.</p><p>In computer science and engineering, applications are isolated each other for data security and some other business reasons. The lack of interoperability make the applications non-cooperative and hence none-intelligent. We re-organized the structure and execution of software contruction process to provide a interopability-native architecture to form an engine of complexity.</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">Read More</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><img src="/img/home/complex.jpg" style="height:auto;width:600px"></div></div></div></div></div></section><section class="page__section"><div class="container"><h2 class="section__header text--center" style="padding:10px">Join our developer community</h2><p class="text--center" style="white-space:pre-wrap">Open-source is in the ❤ of Reality World.
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It&#x27;s like a complex system and emerges digital intelligence.</p></div><div style="display:flex;align-items:center;justify-content:center"><div class="intro__buttons margin-top--lg text--center"><a href="https://realityworld.com/docs" target="_blank" rel="noopener noreferrer" class="button button--lg button--primary">Whitepaper</a><a href="" class="button button--lg button--primary button--outline">Get Started</a></div></div></div></div></div><div class="container text--center margin-bottom--xl"><div class="row"><div class="col"><h2>Reality World Open Source Conference</h2><div style="align-items:center"><iframe width="900" height="510" src="//player.bilibili.com/player.html?aid=920051865&amp;bvid=BV1pu4y1n7an&amp;cid=1308801283&amp;p=1" scrolling="no" border="0" frameborder="no" framespacing="0" allowfullscreen="true"> </iframe></div></div></div></div><section class="page__section" style="background-color:white"><div class="container"><h2 class="section__header text--center" style="padding:10px;color:#444950">Computing Innovation</h2><div style="margin-top:30px"><div class="row"><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Conversational</h4><p style="font-size:15px;color:#444950">Code can talk to user, system or other agents to ask more information at any function location, the agent will be paused and continue to run when got response.</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Interoperability</h4><p style="font-size:15px;color:#444950">Agents written by different developers could be running in a same memory environment and interoperate with each other with the permission of user.</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Self-evolving</h4><p style="font-size:15px;color:#444950">The agents are working in a collaborated way and user could custimize it&#x27;s personal composation to make the whole system self-evolving and emerge digital intelligence.</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">Logic-abstraction</h4><p style="font-size:15px;color:#444950">We re-organized the whole program to make developers focused on logic of busniess and forget about the hardware, data and programing language abstraction.</p></div></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row-reverse"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>Let everyone can write AI agent</h2><div><p>Programming is not easy, but the hardest part is not the programming language itself, its the program structure organizing. We build a high level logic-abstraction to hide the structure and let developer focused on logic only.</p><p>Most visual graph editting is just a visual wrapper of the original codes. We build a graph interaction which is as simple as Houdini and as powerful as any turning completed programming language.</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">Read More</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><img src="/img/home/flow.png" style="height:333px;width:600px"></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>An agent VM, platform and simulator</h2><div><p>We defined a agent format standard to represent a turing completed agent program which can be loaded and runned dynamically so everyone can develop an agent to handle personal needs.</p><p>We then build a platform with a virtual machine to interpret and execute the above agent format program dynamically. 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For solve this problem, we propose a new concept and a novel architecture called &quot;Conversational computing&quot; for the first time in the world, to make any function can be paused and conversational commnuicating with user, system and other agents to get full information it needs without extra works.</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">Read More</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><svg width="493.193" height="166.194" viewBox="0 0 130.491 43.972" xml:space="preserve" xmlns="http://www.w3.org/2000/svg" style="width:600px;height:auto"><defs><marker style="overflow:visible" id="e" refX="0" refY="0" orient="auto-start-reverse" markerWidth="1" markerHeight="1" viewBox="0 0 1 1" preserveAspectRatio="xMidYMid"><path transform="scale(.5)" 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style="fill:#b2b2b2;stroke:#3f3f3f;stroke-width:0.292262;stroke-linecap:round;stroke-miterlimit:2.9;paint-order:markers fill stroke" width="15.587" height="7.589" x="150.02" y="134.039" ry="1.711"></rect></g></svg></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>An engine of complexity to emerge intelligence</h2><div><p>In biology or social economic syetm, many agreements have come to that the intelligence of the system come from the emergence mechanism of the complex system theory.</p><p>In computer science and engineering, applications are isolated each other for data security and some other business reasons. The lack of interoperability make the applications non-cooperative and hence none-intelligent. We re-organized the structure and execution of software contruction process to provide a interopability-native architecture to form an engine of complexity.</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">Read More</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><img src="/img/home/complex.jpg" style="height:auto;width:600px"></div></div></div></div></div></section><section class="page__section"><div class="container"><h2 class="section__header text--center" style="padding:10px">Join our developer community</h2><p class="text--center" style="white-space:pre-wrap">Open-source is in the ❤ of Reality World.
 ⭐ us on GitHub.</p><div style="margin-top:30px"><div style="display:flex;justify-content:center;gap:10px;flex-wrap:wrap"><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer" class="button button--primary button--outline">Star on GitHub</a></div></div></div></section></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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button--primary" href="/">Read More</a></div></div></div><div class="col col--6"><div class="col-demo"><div class="hero__image hero__image__mobile"><img src="/img/home/reality-create.png" style="width:500px"></div></div></div></div></div><section class="page__section"><div class="container"><div class="row" style="flex-direction:row-reverse"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>Let everyone can write AI agent</h2><div><p>Programming is not easy, but the hardest part is not the programming language itself, its the program structure organizing. We build a high level logic-abstraction to hide the structure and let developer focused on logic only.</p><p>Most visual graph editting is just a visual wrapper of the original codes. We build a graph interaction which is as simple as Houdini and as powerful as any turning completed programming language.</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">Read More</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><img src="/img/home/flow.png" style="height:333px;width:600px"></div></div></div></div></div></section><section class="page__section"><div class="container"><h2 class="section__header text--center" style="padding:10px">Join our developer community</h2><p class="text--center" style="white-space:pre-wrap">Open-source is in the ❤ of Reality World.
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c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-default-current,docs-community-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><h1 align="center">一种自我进化的、可互操作的分布式应用系统</h1><br><p align="center">秦春林</p><br><p>Reality World是一个以互操作性为核心目标的分布式系统和架构，它的愿景是构造一个无边的数字世界，使得任何人都可以向这个系统动态添加新的子程序，这些子程序可以和其它子程序任意交互，这个系统可以像生物系统一样自我进化，从而通过复杂系统的机制涌现出更加智能、丰富和个性化的数字世界体验。<br><br></p><p>电商的例子</p><p>根据股票的动态信息进行自定义的响应</p><p>传统的：输入-》计算-》反馈的计算模式，用户能够完全了解或者说“记住”一个软件的状体，用户知道自己做过什么，当前的软件状态是什么，用户也知道TA只要执行某个功能，就会带来什么可预期的结果。</p><p>尽管这样的方式有助于人们管理日常的任务和工作，但是这既不是真实世界的工作方式，同时所有事情都靠人去输入驱动，那么信息系统所能完成的事情的数量就会非常少，因为人的精力和注意力都是非常宝贵和有限的资源。而现实世界的信息系统总是在自发、动态发展的，即使我们某天什么事情也没有做，但是世界发生了很多的经济和生产行为，所以我们应该模拟真实世界的动态行为，<strong>使得数字世界的计算不以人的注意力为驱动基础</strong>，这样即使当我们的注意力不在软件和应用上，但是它们会在后天时时刻刻都进行着与用户相关或者指定的计算任务。</p><p>当前的数字世界都是以注意力为基础的。RPA自动化通常也无法完全满足这种情况，因为自动化是预定义的逻辑，这里的限制是逻辑的表达能力，需要复杂系统的协作，涌现更智能的计算。</p><p>在这种信息系统中，信息的呈现、规则和交互会变得很重要，但是相比于这样的复杂信息系统呈现的价值：<strong>注意力的释放以及实现更复杂计算的能力</strong>，以及人类对这种动态信息系统的适应能力，这样的转变完全是有价值的。</p><p>目标：</p><ul><li>数字智能，计算的本质</li><li>注意力的释放，将注意力用于更复杂、更高价值的事情</li></ul><p>秦春林:
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c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-community-current,docs-default-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><h1 align="center">一种自我进化的、可互操作的分布式应用系统</h1><br><p align="center">秦春林</p><br><p>Reality World是一个以互操作性为核心目标的分布式系统和架构，它的愿景是构造一个无边的数字世界，使得任何人都可以向这个系统动态添加新的子程序，这些子程序可以和其它子程序任意交互，这个系统可以像生物系统一样自我进化，从而通过复杂系统的机制涌现出更加智能、丰富和个性化的数字世界体验。<br><br></p><p>电商的例子</p><p>根据股票的动态信息进行自定义的响应</p><p>传统的：输入-》计算-》反馈的计算模式，用户能够完全了解或者说“记住”一个软件的状体，用户知道自己做过什么，当前的软件状态是什么，用户也知道TA只要执行某个功能，就会带来什么可预期的结果。</p><p>尽管这样的方式有助于人们管理日常的任务和工作，但是这既不是真实世界的工作方式，同时所有事情都靠人去输入驱动，那么信息系统所能完成的事情的数量就会非常少，因为人的精力和注意力都是非常宝贵和有限的资源。而现实世界的信息系统总是在自发、动态发展的，即使我们某天什么事情也没有做，但是世界发生了很多的经济和生产行为，所以我们应该模拟真实世界的动态行为，<strong>使得数字世界的计算不以人的注意力为驱动基础</strong>，这样即使当我们的注意力不在软件和应用上，但是它们会在后天时时刻刻都进行着与用户相关或者指定的计算任务。</p><p>当前的数字世界都是以注意力为基础的。RPA自动化通常也无法完全满足这种情况，因为自动化是预定义的逻辑，这里的限制是逻辑的表达能力，需要复杂系统的协作，涌现更智能的计算。</p><p>在这种信息系统中，信息的呈现、规则和交互会变得很重要，但是相比于这样的复杂信息系统呈现的价值：<strong>注意力的释放以及实现更复杂计算的能力</strong>，以及人类对这种动态信息系统的适应能力，这样的转变完全是有价值的。</p><p>目标：</p><ul><li>数字智能，计算的本质</li><li>注意力的释放，将注意力用于更复杂、更高价值的事情</li></ul><p>秦春林:
 无法释放注意力的原因是没有一套松散的架构，使得能够根据局部交互关系自动进行，依赖于中央控制</p><p>秦春林:
 核心逻辑：由确定性逻辑系统到复杂系统开发，也就是还原论到复杂系统，强调非线性关系；理由是智能的计算，注意力的释放；衍生出的需求是互操作和局部交互能力</p><p>秦春林:
 强调元宇宙和多智能体协作的底层逻辑，AI使这种系统更容易落地</p><p>秦春林:
@@ -21,7 +21,7 @@
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c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-default-current,docs-community-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><h1>Self-deploying</h1><p>You can deploy Cogine to your self project easily, please checkout the demo code in the Reality World project, the following is the main source code.</p><p>Basically, you are doing two things:</p><ul><li>call Cogine API to create an App, which will load and run agents, and run it, and</li><li>create an thread to send and receive message from Cogine runtime.</li></ul><div class="language-rust codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-rust codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">fn main() {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let root = &quot;D:\\P\\RealityWorld\\app_data&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    // there should be a process or operation let user to select one or more Dna to start</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    // here we start a special Dna</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let dna_root = &quot;D:\\P\\RealityWorld\\app_data\\dna\\dna1.json&quot;.to_owned();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let dna = load_dna(&amp;dna_root.to_string()).unwrap();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let (user_sender, app_receiver) = mpsc::channel::&lt;Message&gt;();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let (app_sender, user_receiver) = mpsc::channel::&lt;Message&gt;();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let mut app = Box::&lt;RealityApp&gt;::default();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    app.init(</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        root.to_string(),</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &amp;dna.agents,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        move || {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            let mut message: Option&lt;Message&gt; = None;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            match user_receiver.try_recv() {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                Ok(msg) =&gt; {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    println!(&quot;{}: {}&quot;, msg.sender, msg.content.to_string());</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    message = Some(msg);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                Err(e) =&gt; {}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            message</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        move |msg| {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            user_sender.send(msg).unwrap();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    );</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    // game thread</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    thread::spawn(move || loop {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        App::new(root).start_dna(&amp;dna.clone()).run(</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            || {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                let mut message: Option&lt;Message&gt; = None;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                match app_receiver.try_recv() {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    Ok(msg) =&gt; {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                        println!(&quot;{}: {}&quot;, msg.sender, msg.content.to_string());</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                        message = Some(msg);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    Err(e) =&gt; {}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                message</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            |msg| {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                app_sender.send(msg).unwrap();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        );</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    });</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let options = eframe::NativeOptions {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        initial_window_size: Some(egui::vec2(900.0, 600.0)),</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        ..Default::default()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    };</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    eframe::run_native(&quot;Reality World&quot;, options, Box::new(|_cc| app))</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        .expect(&quot;Failed to run native example&quot;);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div 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c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-community-current,docs-default-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><h1>Self-deploying</h1><p>You can deploy Cogine to your self project easily, please checkout the demo code in the Reality World project, the following is the main source code.</p><p>Basically, you are doing two things:</p><ul><li>call Cogine API to create an App, which will load and run agents, and run it, and</li><li>create an thread to send and receive message from Cogine runtime.</li></ul><div class="language-rust codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-rust codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">fn main() {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let root = &quot;D:\\P\\RealityWorld\\app_data&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    // there should be a process or operation let user to select one or more Dna to start</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    // here we start a special Dna</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let dna_root = &quot;D:\\P\\RealityWorld\\app_data\\dna\\dna1.json&quot;.to_owned();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let dna = load_dna(&amp;dna_root.to_string()).unwrap();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let (user_sender, app_receiver) = mpsc::channel::&lt;Message&gt;();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let (app_sender, user_receiver) = mpsc::channel::&lt;Message&gt;();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let mut app = Box::&lt;RealityApp&gt;::default();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    app.init(</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        root.to_string(),</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &amp;dna.agents,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        move || {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            let mut message: Option&lt;Message&gt; = None;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            match user_receiver.try_recv() {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                Ok(msg) =&gt; {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    println!(&quot;{}: {}&quot;, msg.sender, msg.content.to_string());</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    message = Some(msg);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                Err(e) =&gt; {}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            message</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        move |msg| {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            user_sender.send(msg).unwrap();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    );</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    // game thread</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    thread::spawn(move || loop {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        App::new(root).start_dna(&amp;dna.clone()).run(</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            || {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                let mut message: Option&lt;Message&gt; = None;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                match app_receiver.try_recv() {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    Ok(msg) =&gt; {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                        println!(&quot;{}: {}&quot;, msg.sender, msg.content.to_string());</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                        message = Some(msg);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    Err(e) =&gt; {}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                message</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            |msg| {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                app_sender.send(msg).unwrap();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        );</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    });</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let options = eframe::NativeOptions {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        initial_window_size: Some(egui::vec2(900.0, 600.0)),</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        ..Default::default()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    };</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    eframe::run_native(&quot;Reality World&quot;, options, Box::new(|_cc| app))</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        .expect(&quot;Failed to run native example&quot;);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div 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c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-default-current,docs-community-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><h1 align="center">一种自我进化的、可互操作的分布式应用系统</h1><br><p align="center">秦春林</p><br><p>Reality World是一个以互操作性为核心目标的分布式系统和架构，它的愿景是构造一个无边的数字世界，使得任何人都可以向这个系统动态添加新的子程序，这些子程序可以和其它子程序任意交互，这个系统可以像生物系统一样自我进化，从而通过复杂系统的机制涌现出更加智能、丰富和个性化的数字世界体验。<br><br></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="摘要">摘要<a href="#摘要" class="hash-link" aria-label="Direct link to 摘要" title="Direct link to 摘要">​</a></h2><p>近年来，随着区块链、元宇宙以及大模型的发展，数字世界的构建逻辑和使用形态都发生了很大变化。然而总体而言，目前并没有比较成熟的专门面向这些新型特征应用的底层架构，甚至还没有形成比较清晰和统一的思路，比如这种架构应该有哪些新的特征、形态以及设计目标。尝试构建这样的一套新的方法体系是非常复杂的，我认为核心的难点在于很难单从软件架构的视角去解决这一问题。比如元宇宙类应用，表面上看我们可以在现有的引擎架构上去构建，然后元宇宙背后的核心逻辑是互操作性，它要求来自不同开发者创建的应用之间能够进行交互，从而提供更动态、多元和个性化的数字化体验，然而互操作性和传统的软件开发逻辑是相悖的。再比如多智能体类应用，最近更多的工作意识到这类应用的逻辑更可能需要很多具有独立功能的小智能体进行相互协作来实现，这种多智能体相互协作的逻辑跟复杂系统的行为是类似的，然而我们当前的编程模式并没有针对这样的思想进行设计。从上面的论述可以看出，未来数字世界的软件构造方法，需要考虑更多的跨领域知识体系。本文正是通过对传统的软件架构方法（如面向对象和函数式编程模型）、编程语言及其编译过程和链接过程、区块链、复杂系统、游戏应用架构等跨领域知识进行系统分析，结合这些新型应用的特征，提出了一套系统的架构体系，它包括清晰的设计原则、目标、方法哲学，以及一个包含核心机制的源代码实现。希望此工作可以对未来数字世界基础架构的设计、研究和开发提供有益的指引。</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="问题">问题<a href="#问题" class="hash-link" aria-label="Direct link to 问题" title="Direct link to 问题">​</a></h2><p>近几年，数字世界的形态发生着巨大的变化，一方面似乎是面对互联网红利的逐渐下降，人们需要新的科技引爆点；但另一方面，这些新的概念也在某种程度上折射出一个信息：那就是我们生活中的数字化还不够彻底，还不够丰富，还没有完全释放它全部的力量。</p><p>例如在Web 3.0的概念中，我们希望我们的隐私和资产能够不被少数中心化的实体所控制；在元宇宙的概念中，我们希望任何人能够进行更自由地创造数字内容，并使我们的数字分身连同我们的很多能力能够在跨域多个虚拟世界中进行互操作，从而提供接近现实世界的数字生活体验；而在大模型应用中，随着大模型对人类任意指令的语义理解，固定的软件逻辑似乎无法应付这种逻辑复杂度，我们希望应用内部能够更智能地协调和调度正确的功能来解决任意的问题，而不是像过去那样提供固定结构和功能的软件。</p><p>所有这些新的需求可能都意味着我们需要新的思维和方法来构建应用，而人们自然是希望基于现有的软件工程体系，能够进行少量的架构设计，来实现上述这些应用的开发。本节我们就来看几个基本的问题，从而理解我们现行的体系在解决这些问题方面会遇到哪些挑战，这些问题的理解也为后面的架构设计提供重要的依据。</p><p>当然，这只是几个典型问题，本文后面的内容还会讨论更多的相关问题。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化和数据安全">去中心化和数据安全<a href="#去中心化和数据安全" class="hash-link" aria-label="Direct link to 去中心化和数据安全" title="Direct link to 去中心化和数据安全">​</a></h3><p>我们现代整个构建软件的方法体系，不管是底层的编程语言及其提供的一些编程模式，如面向对象或函数式编程，还是中间一些帮助构建各种应用的工具，如游戏引擎和各种开发框架，都是基于这样一个前提或假设：即程序拥有所有的权力，程序可以控制和访问一切数据，不管是内存中的数据，还是应用本地持久化存储的数据，还是应用存储到云端的数据。这样做的目的是简化编程模型，这种简化的思想体现在两个层面：</p><ul><li>操作系统为每个应用分配独立的内存空间，因此通过这种简单的内存隔离就可以保证应用的数据安全</li><li>将应用内产生的用户数据的管理交给开发商，由他们负责保证数据的安全</li></ul><p>从上面的机制可以看出，尽管现在各国都应相应的合规法律来保护用户的隐私数据不能被非法上传或使用，但实际在操作层面，很多数据的交互涉及到功能层面，例如需要在云端与来自其它用户的数据进行计算，所以很多数据其实很难界定，因此我们的隐私数据一般只包含部分数据，而还有很多应用执行过程中产生的数据也是对用户而言很重要的。</p><p>由于应用程序对数据的天生的权限，使得软件开发商天然的成为一个中心化的实体，掌控着所有用户的数据。尽管很多时候，这种中心化的管理带来了很多便利和效率，但是对于用户而言损失则是很大的，除了数据被非常使用的风险，还有包括在平台获取合法收益时不透明性，没有话语权，同时出于竞争考虑，一个应用的数据对同一个用户的其它应用通常是无法互操作的，而这种互操作很多时候对用户来说是很有价值的。</p><p><img loading="lazy" alt="programming-model" src="/assets/images/programming-model-9fbd044f7a0ec622f182ca03143d6bae.svg" width="686" height="211" class="img_ev3q"></p><p>这里面的根本问题，我觉得是这个编程模型的问题，它将程序的功能和程序执行过程中产生的数据关联在一起，彼此无法分开，如上图（a）所示。想想我们现实生活中的经济模式，一个厂商生产了某件商品，用户购买商品之后，除了简单的售后服务关系，用户和厂商之间就没有其它关系，该商品后续生产的物品都有用户自己拥有，用户可以将这些物品用于任意自己的意图。</p><p>所以，为了更好地保护用户的权益，我们需要一种天生能够将软件的数据和功能分开的机制，本文就会提出一种机制，使得开发者使用类似现有的方法进行软件开发，但是其产生的数据确实天生由用户控制的，换句话说，即使是同一个应用产生的数据，用户都可以在后续的操作中禁止该应用对之前产生数据的访问，而且这种控制方式非常简单，如上图（b）所示。</p><p>这种编程模式的改变，会对应用的形态造成非常深刻的影响，它也会带来更多新的技术上的可能性，使得我们可以构建更加复杂丰富的应用。这些特性也正是元宇宙和Web 3.0数字经济的构建所需要的基本特性：它使得互操作变得简单和可能。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作和用户内容创作">互操作和用户内容创作<a href="#互操作和用户内容创作" class="hash-link" aria-label="Direct link to 互操作和用户内容创作" title="Direct link to 互操作和用户内容创作">​</a></h3><p>尽管元宇宙还没有明确的定义和形态，但是它的一些基本特性也慢慢被人们接受，比如虚拟与现实的结合，用户生成内容，去中心化和开放性，以及数字身份，社交和经济系统等等。元宇宙看起来包括了Web 3.0的思想，但是它可能并不寻求所有的数据都保存在区块链上，因为那样在理论上根本无法满足人们的使用体验需求。</p><p>从上面这些特性中，我们可以看出它们对现行的技术体系都会带来很大的挑战。其中关于去中心化和价值交易部分可以由区块链技术来实现，从本文后面也可以看出，互操作性和开放性方面也可以由我们上一节提出的程序架构来实现，然而对于用户创造的程序内容本身，依然存在比较大的挑战。</p><p>真实世界的经济系统的核心，是这个经济系统的大部分参与者都在参与经济生产，通过经济生产创造价值，然后才是交易。想想我们每个人都在上班，创造不同的产品，从事经济生产，然后人们用赚取的工资通过交易来换取其他人生产的有价值的东西，这个系统中的经济价值主要是由所有人一起创造出来的。</p><p>一个繁荣的数字经济系统也不例外，然而我们看现在的数字经济，从事生产活动的人是极少的，根据<a href="https://www.developernation.net/developer-reports/de20" target="_blank" rel="noopener noreferrer">Deverloper Nation</a>网站统计，2021年世界上只有2430万开发者，预计到2030年也只有4500万开发者，这在人类人口数量中不足0.5%，如下图所示：</p><p><img loading="lazy" alt="img" src="/assets/images/programming-number-99509bb159c101481192c8f045ea9d79.jpg" width="1484" height="311" class="img_ev3q"></p><p>尽管在今年大模型在代码生成上表现出极大的潜力，甚至微软CEO Satya Nadella也提出未来可能借助大模型的能力，使得10亿人可以成为开发人员：</p><blockquote><p>“I mean, there can be a billion developers. In fact, the world needs a billion developers… So the idea that this is actually a democratizing tool to make access to new technology and access to new knowledge easier, so that the ramp-up on the learning curve is easier.”</p></blockquote><p>然而随着大模型在辅助代码编程方面的使用，例如Github Copilot，我们也逐渐意识到大模型虽然能够在一定程度上提升开发效率，但是它对专业人员的要求依然很高，换句话说，依然只有比较专业的开发人员才可以更好地使用它。这还只是考虑它在局部代码模块，例如单个函数级的代码生成，还不包括更复杂的程序结构和上下文逻辑管理。实际上如今的大模型在理论上主要以预测前后相关的线性序列来实现内容生成，这种理论在针对程序结构这种非线性、组合式的复杂任务上似乎存在一定的理论限制，如 <a href="https://arxiv.org/abs/2305.18654" target="_blank" rel="noopener noreferrer">Faith and Fate:Limits of Transformers on Compositionality</a> 这篇研究工作指出。</p><p>除了编程语言本身，元宇宙类的应用还要求更多的动态性，以及更重要的是在一个宿主程序中安全运行第三方子程序的能力，这会带来非常大的安全性挑战，尽管我们现在有一些如Web Assembly等包含的沙盒技术可以在理论上实现这些机制，但是在根据层面还没有比较简易可靠的框架可以使用，因为这种框架还需要协调应用程序本身的构造和运行机制。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="多智能体相互协作机制">多智能体相互协作机制<a href="#多智能体相互协作机制" class="hash-link" aria-label="Direct link to 多智能体相互协作机制" title="Direct link to 多智能体相互协作机制">​</a></h3><p>多智能体（Multi-Agents）是AI领域现在比较热门的一个方向。大模型对于自然语言的理解和对话能力，使得一些借助大模型内部的知识来完成推理和规划的Agent应用广受关注，例如AutoGPT、Generative Agents、BabyAGI等等。然而人们实际在开发中，也由于逐渐受限于大模型的能力，使得单纯简单依靠大模型来推理的Agent会比较难以落地，实际的Agent开发往往还是要涉及大量的逻辑开发，当然其中的逻辑交互主要涉及的是自然语言，也正是受限于大模型在自然语言理解方面的鲁棒性，实际的开发都是需要设置大量精巧的提示词工程才能达到比较好的性能。</p><p>不管是受限于单一Agent在记忆管理方面的不可靠性，还是由于越来越复杂的交互逻辑使得Agent开发和管理的复杂度逐渐增加，越来越多的工作将焦点转移到了多智能体系统上，即通过在一个共享的环境中让多个具有不同决策能力的Agent共同协作来完成一些指定的事情。尽管我们可以使用传统的方法来开发这类多智能体系统，例如基于LangChain，然而实际上多智能体协作机制有一些新的技术特征。</p><p>多智能体主要的技术特征是动态性，由于Agent的数量极多，成百甚至上千，那么这类系统要具备动态的能力，能够动态添加或移除一些Agent，同时具有较好的容错性，其中的某些Agent出现运行错误时，系统可能缺乏某些方面的能力，但是不影响其它能力的正常运行，在这些出现运行错误的Agent恢复运行后整个系统能够动态容纳该能力。</p><p>这看起来像是Actor模型尝试解决的问题，<a href="https://www.erlang.org/" target="_blank" rel="noopener noreferrer">Erlang</a> 是Actor模型比较有知名度的代表，如果我们把一个Agent比作一个线程或者Actor，那么Actor模型的工作机制似乎就可以实现多智能体交互的需求。开源项目 <a href="https://github.com/ThousandBirdsInc/chidori" target="_blank" rel="noopener noreferrer">Chidori</a> 也正是基于该理念的一个多智能体开源项目。在这类架构中，单个Agent会订阅某类信息，然后系统会维护这类信息的分发，使得一旦有Agent发出了某类信息，订阅该信息的Agent就会得到响应，信息本身充当了交互的接口和机制。</p><p>相对于多智能体的需求，这类架构还存在着两点不足：</p><ul><li><strong>缺乏数据互操作的机制或Agent之间通信的协议</strong>，每个Agent之间主要是通过字符串进行通信，这样保证Agent和Agent之间的功能解耦。然而这样的隐式协议通常不便于Agent之间的协作，特别是来自不同的开发者之间的Agent，它们在通信格式上没有显式的保障机制。此外，Agent相较于一个Actor算是一个比较大的线程，内部本身还包括很复杂的逻辑，也就意味着Agent内部可能还包括着大量需要获取用户数据的逻辑，这其中有些数据是来自其它程序的定义，这也需要互操作性的支持。</li><li><strong>缺乏开发这类应用系统的方法论</strong>。多智能体协作类似于一种复杂系统，复杂系统的一个典型特征是它的行为或功能是不可预期的，它们是靠很多逻辑简单的子系统相互作用涌现出现的，这就意味着我们不光是需要开发这种系统的工具，还需要一套系统的方法论来帮助我们测试或预测系统的功能行为，使之符合用户的预期，否则复杂系统在大部分情况下可能会表现出未知的行为。</li></ul><p>第一个问题也是传统简单的Actor模型在复杂项目中会遇到的问题，传统的Actor模型一般有两个假设：一是Actor足够小，甚至几乎就是一个函数；二是Actor函数功能本身类似纯函数，这样它内部就没有状态，整个问题就简化了很多。这种模型针对那种只是业务量多、但是业务之间相对独立的业务场景是比较合适的，例如Erlang本身针对的电信业务场景，以及Web服务类应用。但是针对更一般的业务场景，业务之间都穿插着大量的数据交互，这种交互没有比较简单的规则，所以我们传统的程序开发，最复杂的部分，也许就是这种数据管理的复杂性：每个业务函数本身的逻辑可能是比较清晰的，但是为了执行这个函数以及为了知道什么时候需要执行这个函数，我们需要从整个程序到处去寻找条件，例如来自各个地方的上下文数据，和各个逻辑的前置条件，这通常没有一个简单的解决方案，这可能也是编程学习门槛中相对编程语言语法本身更复杂的部分。</p><p>在后面的介绍中，我们将通过类型系统以及对应的互操作机制，来解决这个问题。同时也会通过更深刻地洞察和借鉴复杂系统的一些思路来解决第二个问题。</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="相关知识">相关知识<a href="#相关知识" class="hash-link" aria-label="Direct link to 相关知识" title="Direct link to 相关知识">​</a></h2><p>本节我们会简单介绍一些零碎的已有相关知识，当然这里仅介绍它们的一些基本概念和思路，其目的是为了理解其中的思想，从而更好地理解我们的架构怎样去采用这些思想，又做出了什么调整，为什么要做出这样的调整，以及做出了这些调整之后带来了什么新的变化。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性">互操作性<a href="#互操作性" class="hash-link" aria-label="Direct link to 互操作性" title="Direct link to 互操作性">​</a></h3><p>互操作性的 <a href="https://en.wikipedia.org/wiki/Interoperability" target="_blank" rel="noopener noreferrer">定义</a> 如下：</p><blockquote><p><strong>Interoperability</strong> is a characteristic of a product or system to work with other products or systems.</p></blockquote><p>由定义可以看出，互操作的本意在程序的环境下就是函数调用的能力，但互操作性大多是指两个相对比较隔离或者不同语言的系统之间的函数调用，内部的函数或编译到程序内部的第三方函数调用则不需要强调它的互操作性意义。例如宿主程序与动态脚本程序之间的互操作，例如C++与C或者Rust与C之间的互操作，甚至一个虚拟机支持的多个语言编程的程序之间的调用或通信。在这类情况下，被调函数的类型是无法被编码到程序中的，这通常需要程序内部实现一个对应的内部类型，然后相互之间通过某种格式的字符串来传递信息。所以互操作通常是和标准相关的：</p><blockquote><p>If two or more systems use common data formats and communication protocolsand are capable of communicating with each other, they exhibit<em>syntactic interoperability</em>. XML and SQL are examples of common data formats and protocols.</p></blockquote><p>传统的软件世界通过一些标准来建立互操作的基础，例如HTML、XML、SQL、USD等等，比如Nvidia就基于USD构建了Omniverse，由于其对USD格式的良好支持，使得其可以兼容大部分的内容制作工具，就构建起一个以Omniverse为中心的内容和应用生态。</p><p>Tim在2019年的演讲<a href="https://dl.acm.org/doi/10.1145/3306307.3339844" target="_blank" rel="noopener noreferrer">《Foundational principles &amp; technologies for the metaverse》</a>中大量提到了标准，为了实现多个独立应用程序之间的协作，那么必然要建立大量的标准，有了这些标准，互操作就变得简单，例如《堡垒之夜》现在的Creative模式实际上已经有了很多标准，比如一个物体怎么摆放在环境中，并可以被其他玩家交互，这都是可以由Device来定义的，这实际上就是一种形式的标准或者接口，只要遵循这些标准，则可以很轻易的与其他的环境进行交互。</p><p>然而这种基于文本标准的方式仍然有一些缺陷，例如其数量是非常少的，通常必须等一个组织对一个标准有一定影响力之后才能形成实时上的标准，被更多的三方兼容和支持。想想现实世界，各个实体之间的交互和联系几乎是无所不在的，例如一个人在路边新开了一家饭店，路过的人随时可以进去吃饭，不会说还要先接一下饭店定义的一个接口。而程序是必须有严格的逻辑的，比如保证地址、参数和接口的一致性才能进行互操作，这给软件世界的互操作带来了一定的困难。我们应用程序开发的流程通常都是先定义内部数据结构，实现软件功能之后，再以一定的形式封装一些接口，并以某种方式公布出来，由感兴趣的三方去集成。然而实际上有大量的软件开发者是没有精力或者能力去提供这些接口的。想象一个场景：开发者A开发了某个应用给用户新增了一种新的健康类的数据信息，这个数据本来是属于用户的，这个时候用户想要用这个数据来实现另一个事情，TA想自己或者说让其他开发者B帮助开发一个应用来使用这些数据，这种情况下通常是做不到的，因为开发者A可能并没有太多动力去提供这个接口，因为TA可能要耗费很大的精力，除非平台提供一些这种非常便利的机制使得TA可以很轻易地暴露出来。</p><p>其实更深刻一点理解，互操作问题其实是一个软件碎片化的问题。传统的软件开发都是先开发内部数据结构和数据存储，然后在必要的时候再把API包装使用某种形式的标准包装成外部接口，这样就造成碎片化，因为即使是针对同样的一类逻辑和数据，不同的应用程序或服务往往会定义不同的数据结构或处理逻辑，这就形成API的碎片化，使得相互之间非常难以协作。试想你可以在两个应用之间协商修改各自的API接口及定义，这是一对一的关系，或者说像支付宝这种平台性质的接口也是容易定义，这是一对多的关系，一对多的关系发展显然是缓慢的，必须让这个“一”有机会且需要时间发展壮大。如果我们希望一种更加高效，更加丰富的协作机制，那么显然我们需要多对多机制，这里面就要求我们对软件开发流程做一些调整。</p><p><img loading="lazy" alt="img" src="/assets/images/usd-1109031da5c391a7ac8194a67e234d38.png" width="1954" height="864" class="img_ev3q"></p><p>要想实现这种机制，其实现有的很多技术可以给予很多启示。我们先看USD格式，尽管从表面看USD跟其他的标准类似只是一种数据格式或协议，但实际上它远远不止如此，它还是一种非常易于扩展的格式，它提供了一种plugin的机制使得开发者可以对格式做很多定制和增强功能，并且可以通过一个Schema定义来生成自己定义格式的解析代码，然后通过Plugin来调用自定义的格式解析和代码。这就好比它帮助你编写了文本格式的编解码，尽管看起来不过如此，看起来只是一种模板化的代码生成机制，但是当这种解析代码能够与逻辑高度融为一体的时候，事情的本质发生了一些变化，试想使用USD你的流程是这样：首先针对一种特定数据自定义一个Schema，然后调用USD的API帮助我们生成相关的解析代码，如果这段解析代码能够以某种机制被其他开发者拿到，那么TA的程序就能够轻松解析我们的API。当然如果你修改了Schema，仍然需要对方进行同步，但是这种流程本质上改变了我们的思路：过去我们是先定义内部做法，再与外界沟通，这就容易带来一些复杂度和碎片化；现在是我们先想着自己就是基于一种标准在开发，然后需要的时候就能够很方便地暴露出去，这里USD充当了一种协调的机制并为这种协调的机制提供了一些辅助功能。苹果的usdz格式以及英伟达的MDL都是基于USD的这种扩展能力来实现自定义的资源格式。</p><p>API碎片化的第二个例子是LLVM，本质上LLVM在编译器领域的创新主要做的是模块化，早期的编译器开发，各个前端都要分别集成各个后端，编译器开发的复杂度非常高，这里面其实就是多对多的问题，看似很简单，每个前端与每个后端分别调一调，但随之代码的管理和维护成本是很高的，有时候某些内部设计不一致就会导致大量的重复，这就是碎片化问题。由内而外的设计总是不可避免会导致碎片化，碎片化带来软件复杂度，管理和研发成本。当LLVM提供了一个统一的低层IR表述之后，编译器的复杂度大大降低，比如现在能够很轻易地开发一些DSL语言，因为你完全不需要操心后端，只需要把你的代码生成LLVM IR即可。</p><p>当然LLVM并没有提供类似USD那种生成格式的机制，那是因为LLVM只有一种IR，所以写成一种固定的格式即可，过去的编译流程基本上都比较简单、固定。但是随着现代深度学习编译器的进展，由于深度学习有着相对比较特定的数据表述，各个公司内部都有开发一些特定的编译流程，它是比一般的LLVM IR更上层的抽象，所以我们对多层级IR表述又有了需求，于是在LLVM的基础上又发展出MLIR，它允许开发者社区能够自定义IR。然而与USD的Schema非常相似的地方是，MLIR为了避免碎片化，使不同开发者自定义的IR之间能够更轻易的协作，它也提供了一种类似的代码生成机制，在MLIR中称为Dialect ，例如如下的Dialect定义：</p><div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">def Toy_Dialect : Dialect {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let summary = &quot;Toy IR Dialect&quot;; let description = [{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    This is a much longer description of the</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    Toy dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    ...</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}];</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  // The namespace of our dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let name = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// The C++ namespace that the dialect class // definition resides in.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let cppNamespace = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>生成的C++代码如下：</p><div class="language-cpp codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-cpp codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ToyDialect</span><span class="token plain"> </span><span class="token operator">:</span><span class="token plain"> </span><span class="token base-clause keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token base-clause"> mlir</span><span class="token base-clause double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token base-clause class-name">Dialect</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token operator">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">ToyDialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">MLIRContext </span><span class="token operator">*</span><span class="token plain">context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token operator">:</span><span class="token plain"> mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token function" style="color:rgb(80, 250, 123)">Dialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">TypeID</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token generic-function function" style="color:rgb(80, 250, 123)">get</span><span class="token generic-function generic class-name operator">&lt;</span><span class="token generic-function generic class-name">ToyDialect</span><span class="token generic-function generic class-name operator">&gt;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">static</span><span class="token plain"> llvm</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">StringRef </span><span class="token function" style="color:rgb(80, 250, 123)">getDialectNamespace</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">void</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样多种IR就可以能够被轻易组合使用，你可以选择社区各种丰富的模块进行组合，来生成特定的编译流程，所以MLIR又称作“生成编译器的编译器”。实际上，碎片化在工业界是一个很大的问题，每家公司在开发自己的软件的时候不会考虑那么多，觉得我只要投入研发资源把自己软件做好就行，但是真正在用户侧使用的时候，TA可能需要多个软件是可以相互协作的，甚至你的用户可能就是开发者，这个开发者可能希望不同的软件可以被更高效的集成和管理。LLVM的作者Chris Lattner最新的创业公司Modular实际上核心就是解决这个问题，他的新编程语言Mojo，除了一些语法层面的传统一点的东西，很多核心能力都是来源于底层的MLIR，其中MLIR跟Mojo有更深度的整合，使得Mojo具有很强的元编程能力。Modular的最核心的逻辑其实跟当年的LLVM类似，解决碎片化问题，当然Modular有很多现在软件的运营思路可能会形成更好的平台和生态，因此它是一家商业公司，不仅仅是一个开源项目。</p><p>上述的软件架构都为解决应用之间互操作及其碎片化提供了很好的思想，然而为了更好的软件协作，这些机制还不够。上述的软件都是比较偏底层的基础软件，而不是面向上层用户侧的，因此不需要考虑很多其他问题，比如性能和格式的进化。当进入到一个更上层的消费端应用，首先上述的方式在不同的模块之间交换的都是文本数据，如果你让一个实时的游戏内部的每一次互操作都需要编解码文本，这显然是会影响性能的；此外，应用层的需求更容易变化，即使平台提供了一种生成统一格式解析的代码及其发现的机制，但是怎么应对这些格式的更频繁地变化呢？为此，RealityIS在这些方面做出了一些创新尝试。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向对象编程模型">面向对象编程模型<a href="#面向对象编程模型" class="hash-link" aria-label="Direct link to 面向对象编程模型" title="Direct link to 面向对象编程模型">​</a></h3><p>我们现代的项目开发使用的编程语言，或多或少大部分是和面向对象相关的，尽管看起来面向对象的本质是让我们更好地封装各自比较独立的逻辑，使大规模软件组织起来更加轻松：你不需要关心其他对象的内部逻辑就可以轻易地和它们一起组合起来协作。</p><p>然而实际上并不是这样，大部分面向对象编程语言会让人（特别是初学者）误以为编程就应该这样，它是在模拟真实世界的运行机制。那为什么这么完美的模型却没有产生这么完美的体验呢？直到最近一年多对面向对象的更多理解（特别是Erlang）才体会到其中一些问题。</p><p>Erlang之父Joe Armstrong在一次采访中（<a href="https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/" target="_blank" rel="noopener noreferrer">Ralph Johnson, Joe Armstrong on the State of OOP</a> ）讲到：</p><blockquote><p>Alan Kay himself wrote this famous thing and said <strong>&quot;The notion of object oriented programming is completely</strong> <a href="https://www.zhihu.com/search?q=misunderstood&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">misunderstood</a><strong>. It&#x27;s not about objects and classes, it&#x27;s all about messages</strong>&quot;. He wrote that and he said that the initial <a href="https://www.zhihu.com/search?q=reaction&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">reaction</a> to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.</p></blockquote><p>Alan Kay认为OOP的核心是关于消息，但是这样说其实我个人觉得并不太好理解到本质，因为消息更像是OOP这种设计下的一种机制或结果，而不是OOP本身的定义。我觉得OOP的本质应该是隔离，只有做到真正的隔离，才能真正降低系统的复杂度，因为绝对的隔离使得你完全不需要也不能了解另一个物体内部的运作，你们只需要通过一些外在的属性进行交互，我们的开发也仅需要了解这些简单的外在属性。现代大部分编程语言更强调的是object和class，认为对象的核心是关于封装，这本身也没有错，封装的目的也一定是为了让别人不需要关注你的内部细节，但问题在于，很多面向对象编程语言忽略了隔离的意义，为了方便程序员更灵活直接地获取数据和方法，提供一些机制，使得一个对象可以很轻易地访问到另一个对象内部的、跟其内部运作相关的数据或方法，这些原本是需要绝对隔离的。这种设计就使得隔离失去了意义，尽管我们可以指定规范要求自己以对象为单位进行绝对隔离，但是大部分情况下，我们很难做到一个很好的设计，最后的结果是程序内部对象之间相互耦合太多，不管是管理、维护、理解起来都是花费很大的精力。</p><p>Erlang就采用了一种不同的机制，它从语言体系上就不允许对象之间能够直接访问内部数据或方法，每个函数都分配为独立的线程，线程之间只能通过消息进行传递和联系，这样程序员就很难写出耦合比较深的代码，同时这种隔离对并行计算和分布式也带来了好处。所以Joe Armstrong说，根据Alan Kay的描述，Erlang可能是唯一真正面向对象的编程语言：</p><blockquote><p>Erlang has got all these things. It&#x27;s got isolation, it&#x27;s got polymorphism and it&#x27;s got pure messaging. From that point of view, we might say it&#x27;s the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are about</p></blockquote><p>再回过来看面向对象的核心为什么是隔离，是因为真正的隔离机制才能保证避免耦合，才能降低软件复杂度，因为一个大型的软件系统有无数的对象，如果对象之间存在耦合的可能，那维护起来将是非常不容易的。而当你只提供了强隔离的机制，不让程序员能够很方便地获取另一个对象的引用，剩下的结果就是对象之间只能通过消息通信了，这就是Erlang的整个架构设计，这也是为什么Erlang是真正的面向对象编程语言。也因此，消息更像是隔离机制带来的结果。</p><p>就像现实世界一样，微观的每个原子内部都有自己特定的结构，原子之间相互作用形成分子，进一步形成宏观物体，宏观物体通过内部分子结构形成特定的外在属性，但是其他物体与之交互从来不需要了解其中的内部结构，这就是面向对象的美好世界，然而传统的面向对象编程模式则为了便利为一个对象访问另一个对象的内部结构开了一个口子，这个口子不仅破坏了面向对象的编程思想和精髓，也失去了其带来的好处。</p><p>尽管Erlang看起来是一种完美的架构，然而消息通信是一种操作起来不太便利的方式，比如为了进一步解耦它通常是传递字符串消息，字符串需要编解码，带来了性能问题；而另一方面消息编程模型通常是异步的，使得对逻辑的流程管理失去了控制力。RealityIS在这两个方面都做了一些创新尝试，使得开发者既可以像传统的局部变量一样去方面其它对象的数据，又可以像Erlang一样拥有绝对的隔离，这种隔离带来编程复杂度上的减少，降低编程门槛。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="虚拟机">虚拟机<a href="#虚拟机" class="hash-link" aria-label="Direct link to 虚拟机" title="Direct link to 虚拟机">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="基于组合与ecs">基于组合与ECS<a href="#基于组合与ecs" class="hash-link" aria-label="Direct link to 基于组合与ECS" title="Direct link to 基于组合与ECS">​</a></h3><p>例如游戏就是一个这样的例子，尽管仍然有基于传统的面向对象编程模型来开发的游戏程序，但是大部分的游戏框架或架构或多或少都是基于组件的，因为游戏的逻辑非常复杂，没有比较线性的流程，类似于复杂系统，系统跟系统之间存在非常复杂无序的相关性。游戏中的组件某种程度上类似一个Actor，它们都尝试把子系统的逻辑都尽量封装在内部，不同的是，由于组件之间的交互复杂度非常高，例如一个组件的输入消息会来自多个其它组件，而不是像简单的Actor模型只是一对一的通信，因此游戏程序的执行逻辑是按组件进行排序，每个组件有个语义上的顺序，这样的机制保证只要顺序安排得当，就不用去处理复杂的依赖顺序问题，而且当每个组件被执行时，它需要的数据总是能够得到满足。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="隔离与沙盒技术">隔离与沙盒技术<a href="#隔离与沙盒技术" class="hash-link" aria-label="Direct link to 隔离与沙盒技术" title="Direct link to 隔离与沙盒技术">​</a></h3><p>现在整个编程语言以及编译的体系架构，都是基于一个假设，即整个应用程序的所有源代码都被编译为一个单一的应用程序，这也即是编译和构造一个应用程序的主体可以认为是只有一个主体，即开发者，不管你背后是一个大团队或者大公司，最终编译发布应用程序的是一个特定的个人、部门或者组织。这样说有什么意思，这就意味着，整个应用程序的安全性由这个单独的主体负责，你需要解决软件的bug，检查所有可能的安全漏洞等等，保证软件最终运行是可靠的。而对于编程语言来讲，它不对软件的安全做任何假设：理论上，只要你拥有源代码，你就可以几乎访问整个应用程序内存中的数据，所以你必须确保你程序中的所有逻辑行为是正常的。如果所有代码都是由你自己公司的程序员编写的，这当然是天经地义的事情，如果你使用了第三方的开源代码或者闭源的二进制库，你必须由你自己去确保这些第三方的代码不会破坏你的软件运行。</p><p>这样天生就将每一个软件当作一个封闭、独立的环境，操作系统的内存分配和管理系统保证你的内存不会被其他进程的程序非法访问，这样软件就可以安全地运行，当然即使如此，你的程序当中涉及对外部数据读取的部分仍然可能导致内存安全问题。然而这种隔离是与我们现实世界的运行方式完全相反的，现实世界整个体系是基于协作和分工来实现文明发展的，计算机本来具有更强大的逻辑体系，然而实际上我们并没有在软件世界建立起比较简单地分工与协作机制。</p><p>现代软件变得越来越复杂，这种复杂的体系结构本来就希望能够借助更多的协作与分工的精神和思想来实现更大的复杂度和功能，这种协作的第一个要求是让未受信任的第三方代码可以在你的内存环境中执行代码。这也是《堡垒之夜》面临的第一个问题。按照现代编程语言的一些思路，一个源代码能够在一个内存环境中被执行，那表示其对应的主体知道和负责其中的安全问题，编程语言本身没有太多机制来解决这个问题。这又分为两种情况：静态语言和动态解释性脚本语言。对于动态而言而言，如lua，它们通常不能直接访问内存，开发者所能操作的都是封装在一定类型和对象中，现代大多数编程语言都按照类型进行寻址，也即是类型系统本身基本上可以保证程序的安全，如果你的源代码不知道一个对象的地址，你就不可能访问到它。然而实际现在大多数编程语言都提供静态变量或者全局常量之类的方式，这种方式使得内存环境中的其他代码可以获取到这些共享信息，从而对软件进行破坏。为了避免这种问题，Roblox就对Lua进行了改造，叫做Luau，比如通过禁止全局变量，以及禁止一些能够访问全局变量的库函数等等机制来实现一种沙盒安全，这样第三方开发者开发的代码就可以放心地在Roblox app中运行。</p><p>如果第三方未受信任代码是二进制的机器码，这个问题就更严重了，因为机器码是可以访问内存地址和寄存器的，那可以造成的破坏是无法想象的。然而人们仍然希望能够实现类似分工协作的方式，这方面最具有代表性的例子就是浏览器，浏览器是一个非常复杂的软件，现代浏览器往往都可以支持第三方二进制的插件，来提供一些更高性能的增强功能，例如浏览器的字体渲染往往都是使用第三方字体渲染库。为了解决这种由于未受信任二进制代码导致的安全问题，人们提出一些软件隔离（software-based fault isolation，SFI）技术，相对应操作系统或硬件的内存隔离，SFI是用于构建包含未信任组件的安全系统的一种轻量级方法，能够用于减少由于内存安全bug导致的攻击，SFI通过严格将第三方未信任软件限制在自己的沙盒内存区域，来隔离这种内存安全导致的破坏。用例包括浏览器使用SFI来扩展第三方组件，例如经典的Native Client SFI syetem（NaCI）使用SFI来扩展第三方c库，使得浏览器可以使用如第三方的字体，音频，XML解析等库；在边缘计算节点与第三方未信任客户环境进行联合计算等等。</p><p>NaCI存在较大的运行时性能，因为它的机制一般对第三方代码不做太多要求，假设其按照一般的方法进行开发，然后仅仅在调用这些方法的时候为其分配独立的内存区域进行隔离，它基本上是用软件模拟操作系统的内存隔离机制，比如每次切换都需要保存大量的状态和寄存器地址等等。为了减少这种隔离导致的代价，Web Assembly就使用另一个思路，由于Web Assembly程序都会编译为Wasm文件，由Wasm虚拟机解释执行，而不是底层的二进制代码，所以Web Assembly有机会对程序进行一定的分析，通过基于Control-Flow Integrity (CFI)技术，Web Assembly的编译器可以检查出程序中哪些代码可能会对这种沙盒环境造成破坏，从而禁止这样的代码生成合法的Wasm程序，因此也就实现了沙盒安全。但是由于这种检查是在编译期，并对第三方程序的构造过程有一定的要求，因此在实际执行的时候就可以避免在这种隔离安全的保护机制上花费过多的开销。</p><p>Web Assembly之所以是一种未来非常有潜力的技术，不仅仅得益于对Web的友好，接近机器码的字节码，多语言支持等等，这种沙盒技术也是很大的一个技术点。在Web Assembly之前还没有一种技术可以很好地普及和运用沙盒技术，例如JVM上有一些方案，但大多有些性能问题，或者不能完全保证安全，或者方案比较重。Web Assembly这种优秀的沙盒技术使得沙盒模式在以后的软件构造中可能被大规模使用，也就会实现更多的软件协作与分工，事实上比如现在对未受信任多应用环境要求比较高的环境如区块链就大多转型Web Assembly，而如Docker和Severless这种对虚拟环境要求比较高的环境也在逐步转向Web Assembly。</p><p>尽管Web Assembly的隔离技术非常优异，但是它并没有改变程序本身的构造方式，即如果你的代码本身就不含破坏别人的恶意代码，那么其实你的开发过程与过去的方式并没有什么区别。而RealityIS希望简化编程的开发，如本文后面编程方面的内容，我们还希望对编程的体系做出一些调整。因此我们会把各种问题放到一起考虑，而不是单纯一个一个地解决问题。例如软件的可组合性、模块化、编程复杂度的降低、互操作等等。</p><p>如后面的内容所知，我们还对应用程序的构造方法进行了调整，而不是仅仅把程序当作一个黑盒子来进行统一的隔离，例如传统的隔离技术大都是基于比较底层的编译惯例，如方法调用（Calling Convention）来设计隔离机制，这样使得不需要对用户的开发过程造成太大的影响。在Reality Create中，我们的每个组件的很多行为和构造过程是由运行时自动推导进行的，因此我们本身已经对用户的开发过程有一定的影响，这同时也意味着我们对程序的结构有着更多信息，因此我们可以在更上层的地方实现一些隔离机制，同时由于上层的机构包含对程序的更多的信息，因此会带来一些新的灵活性和能力。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="复杂系统">复杂系统<a href="#复杂系统" class="hash-link" aria-label="Direct link to 复杂系统" title="Direct link to 复杂系统">​</a></h3><p>从两个方面理解，内在结构和外在特征，内在结构通常在工业设计方面有很多实践。外在特征则更偏理论。</p><blockquote><p>A complex system is a system composed of many components which may interact with each other. Examples of complex systems are Earth&#x27;s global climate, organisms, the human brain, infrastructure such as power grid, transportation or communication systems, complex software and electronic systems, social and economic organizations (like cities), an ecosystem, a living cell, and ultimately the entire universe.</p></blockquote><p>Complex systems are <a href="https://en.wikipedia.org/wiki/System" target="_blank" rel="noopener noreferrer">systems</a> whose behavior is intrinsically difficult to model due to the dependencies, competitions, relationships, or other types of interactions between their parts or between a given system and its environment. Systems that are &quot;<a href="https://en.wikipedia.org/wiki/Complexity" target="_blank" rel="noopener noreferrer">complex</a>&quot; have distinct properties that arise from these relationships, such as <a href="https://en.wikipedia.org/wiki/Nonlinear_system" target="_blank" rel="noopener noreferrer">nonlinearity</a>, <a href="https://en.wikipedia.org/wiki/Emergence" target="_blank" rel="noopener noreferrer">emergence</a>, <a href="https://en.wikipedia.org/wiki/Spontaneous_order" target="_blank" rel="noopener noreferrer">spontaneous order</a>, <a href="https://en.wikipedia.org/wiki/Complex_adaptive_system" target="_blank" rel="noopener noreferrer">adaptation</a>, and <a href="https://en.wikipedia.org/wiki/Feedback" target="_blank" rel="noopener noreferrer">feedback loops</a>, among others. Because such systems appear in a wide variety of fields, the commonalities among them have become the topic of their independent area of research. In many cases, it is useful to represent such a system as a network where the nodes represent the components and links to their interactions.</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="realityis架构哲学">RealityIS架构哲学<a href="#realityis架构哲学" class="hash-link" aria-label="Direct link to RealityIS架构哲学" title="Direct link to RealityIS架构哲学">​</a></h2><p>RealityIS的整个架构设计经历了整整一年多的时间，可以参看另一篇文档记录了整个思考过程。整个过程其实是一个非常复杂的思考过程，一开始只有部分残缺的思想，不断在细节和总体之间不断来回切换，慢慢构筑起更完整的体系（我会用一篇博文介绍整个思考的过程）。所以当回来再来看整个架构时，我们必须要形成清晰而简洁的方法论甚至哲学思想。这不仅有助于后来者更好地理解它，而不需要陷入很多细节，同时这也尤其是这样一个面向未来的技术架构具有学习和研究价值的地方。</p><p>定义：</p><p><strong>RealityIS是一个以互操作性为核心目标的分布式系统和架构，它的愿景是构造一个无边的数字世界，使得任何人都可以向这个系统动态添加新的子程序，这些子程序可以和其它子程序任意交互，这个系统可以像生物系统一样自我进化，从而通过复杂系统的机制涌现出更加智能、丰富和个性化的数字世界体验</strong>。</p><p>RealityIS通过以下两种理论依据来构筑上述的目标，也即是它的架构哲学：</p><ul><li><strong>它是区块链去中心化思想的一般化，它将区块链的数字类型延升为通用数据类型，然后通过动态类型系统使得所有虚拟机和程序都可以访问用户任意数据，最后通过数据与功能分离使得这种访问能够被用户授权精确控制</strong>。</li><li><strong>它以复杂系统为理论基础来构筑整个计算框架，用户开发的程序以小粒度的组件为单位，组件之间的交互不需要全局的中央控制，而是通过类型系统实现局部的自动交互，系统内的组件可以任意动态组合</strong>。</li></ul><p>在上述的哲学思想中，去中心化的思想定义了外在结构，而复杂系统的理论定义了内在结构，我们将在后面的内容中详细分析。</p><p>从前面的定义可以看出RealityIS的两个主要目标是：</p><ul><li>互操作性</li><li>自我进化</li></ul><p>这两个目标的目标则是为了进一步实现更彻底更丰富的数字化，使之真正成为一种人人参与的数字经济。这两个目标也是RealityIS能够区分过去的各种软件或分布式系统，完全的互操作性是数字经济的基础，有了这个基础，更多的数字内容才可以更好地协作，从而产生经济行为。而自我进化则意味着，当我们由现在这种固定功能的软件走向更加动态、丰富的数字世界，这种复杂的交互必须要涌现出新的更高的数字智能，这种智能要超过传统单一软件的功能。</p><p>为了实现这两个目标，我们以区块链和复杂系统两个比较完善的理念作为理论基础。尽管区块链并不是专为互操作性而设计的，但从下一节的分析可以看出，我们可以从区块链的一些思想中延升出一种一般化的互操作思想，同时又兼具去中心的能力。而复杂系统的原理和方法论则为这种动态的大规模程序的组织和功能涌现提供了比较稳固的理论指导。</p><p>从上面的定义也可以看出另一个重要的方面，即尽管RealityIS涉及软件构造方法，但我们并没有涉及较低层的编译和编程语言层面。当然后面会分析，ReallityIS也绝不单纯是一个软件架构，它也涉及到对编译过程和编程语言一些思想的重新解读，以及将来也涉及对编译器和编程语言的某些改造，但是这种改造主要是结构性的，或者说不会对传统编程语言和编译器的核心部分进行修改。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="建立互操作数据抽象">建立互操作数据抽象<a href="#建立互操作数据抽象" class="hash-link" aria-label="Direct link to 建立互操作数据抽象" title="Direct link to 建立互操作数据抽象">​</a></h3><p>区块链是一个分布式系统，尽管这种系统出现的目标并不是为了解决一般软件开发中的互操作性问题，它也不是为解决传统分布式计算问题而设计的分布式软件架构。但通过洞察它的一些特性，结合互操作性的一些技术需求和特征，我们则可以得到不同的启示。这种启示可以说是RealityIS最核心的部分。</p><p>本节我们将从不同的角度来解读区块链系统，以及怎样从这种解读中发现建立互操作系统的方案。</p><p>我们可以认为区块链系统有三个技术特征，或者说可以从这三个方面来解读区块链系统：</p><ul><li>类型</li><li>数据</li><li>安全</li></ul><p>需要注意的是，这三个层面关注的并不是区块链核心的共识机制的部分，而是它作为一个软件架构的层面。同时这里尽管我们也会涉及去中心化的思想，但是这也并不是指区块链中使用分布式账本存储的去中心化方式，我们考虑的去中心化是指通过一种将软件功能和用户数据隔离的应用程序构建机制，使得应用开发商不再具有掌控用户数据的能力，从而也是一种去中心化的概念。但是这种去中心化依然需要借助某种方式的中心化计算，不过在这种架构下用户对数据具有更透明的控制。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="区块链的软件构造视角">区块链的软件构造视角<a href="#区块链的软件构造视角" class="hash-link" aria-label="Direct link to 区块链的软件构造视角" title="Direct link to 区块链的软件构造视角">​</a></h4><p>如果我们从区块链分布式系统中的任一节点去看，这个节点可以看作一个简单的虚拟机，这个虚拟机每次计算执行一个非常简单的程序，即对某两个账户执行价值交易。我们这里不考虑这个价值交易的算法本身，仅把它当作一个程序，然后思考为了支持这个程序的开发和运行，区块链上的虚拟机应该具备什么功能？</p><p>我们知道传统的虚拟机的核心机制实际上就是一个具有某种语法的编程语言的解释器，然后使用这种语法编程的程序源代码作为输入，虚拟机对源代码进行解释并执行，这种编程语言的语法通常支持现代比较高级的一些语法，例如Lua，Python，Java等编程语言都支持这种虚拟机的执行方式。</p><p><img loading="lazy" alt="img" src="/assets/images/blockchain-arch-c72c8ca8783cae0fd6ad9a15fcc470c7.svg" width="626" height="258" class="img_ev3q"></p><p>尽管不是很容易理解，但我们可以把一个程序的结构看成是这样的抽象：即程序由数据、类型和代码组成，如上图（a）所示，当然这里的数据主要是作为程序输入的数据，而不是指代码内部也可以产生的很多的内部数据结构及内存存储，那么这里的类型自然也是指这种外部输入的数据结构的类型。一般的程序，其数据和类型都是定义和存储在程序内部的，用户只是在使用其中的功能。</p><p>从这个角度看，我们可以把区块链的账本看成数据，然后账本对应的类型是float类型，对应的代码则是区块链虚拟机执行的共识算法。</p><p>但比较隐晦的地方在于，float是一个非常简单的数据类型，并且区块链只处理这种简单的外部输入数据，所以它看起来并不包含一个类型定义。如果我们把这个复杂度延升一下，即如果区块链能处理任意类型的数据，那么就必须要定义类型结构，然后虚拟机以某种方式按照类型定义进行解析。这其实就是传统的虚拟机机制，即输入虚拟机的源代码中包含对于处理的任何数据的类型定义。比如以太坊的智能合约就是比区块链更复杂的脚本语言，它就可以包含更复杂的类型定义。</p><p>但是我们这里却不想这么做，因为我们看到了区块链的另一个不同寻常的特性，也就是它的去中心化特性的来源，即它的数据（即账本）存储在一个独立于程序（虚拟机上的共识算法程序）的地方，即数据和程序是解耦的。所以这驱使我们想要进一步弄清楚它的独特的程序组织背后的思想。</p><p>如果只是想要单纯地把数据与程序代码分离，直接把数据存储到外部并不是一个好的方法，这里面有几个问题：</p><ul><li>程序内部仍然会定义解析的数据类型，所以不利于虚拟机扩展处理任意动态的类型</li><li>存储在外部的数据只是一个单纯的数据，它们并没有多少语义的信息，所以用户既不知道怎么管理它们，也无法理解它们。想想理论上我们任何应用的用户都可以打开存储在应用内部文件夹中Sqlite的数据库，但是哪些数据可能对用户并无太大意义。</li></ul><p>用户对数据最通常的管理是授权，保证只有经过用户许可的软件才可以访问这些数据。所以仔细思考区块链系统背后的思想：<strong>即区块链可以做到对数据的授权管理</strong>，尽管区块链的数据也是存储在独立于程序的地方，但是它可以做到对数据的权限管理，尽管这需要共识机制协作来保证，但从程序的机制来看，我们可以理解为这种使对数据的权限管理变得可能的原因在于：</p><p><strong>用户了解数据的意义，然后在交易的时候用户将这个语义传达给虚拟机，虚拟机按照用户指定的意义及权限机制对数据进行处理。</strong>这个意义某种程度上就是类型，用户对一个“类型+数据”进行授权，类型在这里升华为某种语义信息或者意义，因为我们在日常生活中所作的事情，其实大多数都是对某类事情进行处理，而这个类型在我们生活中就是包含特定意义的事物，这些事物我们都可以通过名字或类型来区分，类型充当了代表一件事物的语义。</p><p>所以当用户在看待自己链上的一个账本数据时，这个数据不光只是一个数值，同时也代表了账本这个类型，只不过由于区块链的虚拟机仅处理这一种数据类型，所以这个类型被隐式表述了，即使没有任何地方定义这个类型，区块链虚拟机也总是能够正确解析这个数据。并且当用户通过给出密钥进行授权计算的时候，TA表达的就是对账本这个类型的数据进行授权。</p><p>所以要想把区块链上述这种程序视角的意义扩展到一般程序，即让任何程序的数据都可以独立于程序的代码而存储，并且用户可以对数据进行授权管理，那么我们可以从一下三个方面对区块链进行扩展：</p><ul><li>将单一的float类型扩展为一套动态类型系统</li><li>将数据按类型存储在独立于程序代码的地方</li><li>虚拟机在运行时配合用户的权限设置对数据进行访问</li></ul><p>一下我们分别深入分析这三个方面的扩展涉及到的一些思考和逻辑。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="类型">类型<a href="#类型" class="hash-link" aria-label="Direct link to 类型" title="Direct link to 类型">​</a></h5><p>程序要对数据进行处理，当然必须要知道正确的数据类型，即知道数据内部的每个字节表示什么含义。通常外部传入一个json字符串，然后程序内部首先会定义一个对应的数据结构类型，然后有一个解析函数对json字符串进行解析并将之转化为内部数据结构的一个对象。如下图（a）所示：</p><p><img loading="lazy" alt="image-20230901145523283" src="/assets/images/blockchain-type-e83e36addf9af478db6523d6c5ef33cf.svg" width="833" height="259" class="img_ev3q"></p><p>但如前面的分析所知，这里会带来两个问题：</p><ul><li>用户数据管理和授权的问题</li><li>程序根据用户授权进行安全控制</li></ul><p>由于解析器在程序内部，所以数据对于用户而言仅仅是一些字节，如果有非常多的数据，用户根本不知道哪些数据是对应什么意义，即使用户可以自己去根据文本内容自行判断，甚至给这些文本数据加上一些标签或名字，但是这不仅会增强用户对数据的管理复杂度，而且这种分类行为或结果与实际的数据意义可能还是不一致的。<strong>因此，用户无法针对数据进行授权管理</strong>。</p><p>对于第二个问题，由于解析器处于程序内部，那么就无法保证程序会遵照用户的授权结果进行处理。首先同样因为上面无法对数据进行授权的原因，也不存在一个外部程序可以确保数据会按照用户的旨意被某个程序处理，因为谁都不知道这个数据的意义的什么，这种情况下只有将数据传递到程序内部，由程序内部的解析器去做类型解析和分析才知道数据的意义，也就是说只有程序才知道数据的意义，但是这个时候数据已经被传递给程序了。<strong>因此，系统也无法根据用户的授权旨意将数据分配给合法的程序</strong>。</p><p>上述的分析要求，数据的形式及其定义应该在一起被管理，也就类型的定义应该处于程序之外，这样不仅用户能够知道数据的意义，从而能够正确地做出权限控制，而且系统可以借助类型系统以及用户的授权组织数据被传入未经授权的程序。即如上图（b）中所示。这就要求类型系统是独立于程序的。</p><p>这是一种非常有启发意义的视角，我们单纯去看区块链系统，很难得出这样的思维，但是其实仔细分析也是合理的。我们可以认为区块链其实包含了一个公共的类型系统，只不过这个类型系统只是包含数值类型，也至于我们甚至不需要去定义这个类型系统，这样导致人们对它的类型系统可能没有感知；然后区块链类型系统的解析器是位于虚拟机上的，即由系统控制，系统在对数据按照用户的授权执行权限控制，最后获得授权的请求才会执行最终的交易计算，我们可以认为交易才是真正的客户程序，而交易之前的类型系统和授权计算是属于平台虚拟机部分，这部分客户程序是无法控制的。</p><p><img loading="lazy" alt="image-20230901145523283" src="/assets/images/blockchain-vm-0d10932a64ab86e550d66ef7b7649453.svg" width="833" height="248" class="img_ev3q"></p><p>最终我们看整个类型系统的架构，它类似于上图所示，这里客户程序（program）仅仅是包含代码，数据被存储在其它地方，用户可以离线对数据进行授权，指定哪些程序可以访问哪些类型的数据。然后运行时这些数据被首先加载的虚拟机VM，虚拟机首先根据类型信息对数据的权限进行判断，如果这个程序被授权，则调用解析器帮助程序解析格式，并最终将程序放入到某个约定的内存地址，最后程序从这个内存地址取值进行计算。</p><p>当然实际整个类型系统的工作机制还涉及很多内容，我们在后面架构设计一节将详细介绍。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="数据">数据<a href="#数据" class="hash-link" aria-label="Direct link to 数据" title="Direct link to 数据">​</a></h5><p>区块链的另一个特点是数据的存储是未受保护的，甚至是明文的，任何程序都可以获取用户的账本信息。这跟传统的应用程序架构思想也是截然不同的，传统的应用架构就是为了保护用户数据而将数据完全隔离，甚至加密以防止其它程序触碰到数据，但是它们通常在内部则不做太多安全检查，假设对数据的访问都是合法的；而区块链的哲学却不一样，它认为数据的存储不重要，重要的是数据的所有权，所以它的核心是在运行时做授权检查。当然这里只是一种架构上的类比，区块链公开明文数据的机制也是由于其核心的共识机制决定的。</p><p><img loading="lazy" alt="image-20230901145523283" src="/assets/images/blockchain-data-b854bc6e3bcc546c474c1bf450d283f3.svg" width="816" height="218" class="img_ev3q"></p><p>如上图（a）所示，传统的程序将数据隔离起来，以防止其它程序访问，这种隔离机制往往是在编程模型之外的机制，由操系统来提供，因此程序不需要担心数据的安全性。例如常见至少有三种数据保护机制：</p><ul><li><strong>文件系统和应用程序沙盒环境</strong>，在现代移动操作系统中，每个应用往往都分配有独立的数据存储空间，应用程序可以将其运行过程中产生的数据存放至这里。像iOS操作系统则会为这个程序的空间创造一个沙盒环境，使得只有所属的应用程序才能访问这个环境中的一切数据。</li><li><strong>操作系统内存隔离</strong>，当一个应用程序启动后，尽管理论上所有的应用程序都是共享计算机硬件的内存，但是现代操作系统及硬件提供了很多隔离机制，使得每个程序被分配一块内存的区域，并且不管其程序代码中访问的内存地址指向何处，都不可能访问到程序之外的隔离区域。我们将在后面讨论这些机制。</li><li><strong>虚拟机沙盒环境</strong>，像Java、Web Assembly、.NET CLR等现代虚拟机环境，它们往往提供一种多种编程语言的程序互操作的能力，尽管保护力度和性能不一样，它们还或多或少提供了一些在同一个应用内部隔离不同子程序的能力。这种情况下，因为整个虚拟机及运行在其上面的所有的程序都是在一个内存环境中，所以操作系统的内存隔离无法提供保护，虚拟机往往需要模拟操作系统的某些机制来实现应用内的内存隔离。这种情况下，对于虚拟机上的每个子程序来讲，虚拟机环境本身有点类似于操作系统的概念了。</li></ul><p>从上面的分析可以看出，过去几十年计算机软件构造的发展历史，逐渐形成这种操作系统与编程模型的分工协作，也是一种硬件上的抽象，在这种抽象模型中，硬件或操作系统只需要提供如文件或内存级别的安全访问机制，而不需要关注应用实际的数据和数据结构，就可以保证数据安全；而对于应用程序，由于硬件或操作系统已经保证了数据不会被其它程序非法访问，那么整个编程模型涉及的机制只需要考虑应用业务逻辑的构造，而不需要考虑数据的访问安全，并且现代编程模型基本上都基于一个假设：即代码可以访问该应用程序内的任何资源，只要它能获取到相应的内存地址，例如在C++代码中，一个指针可以指向和访问任意应用程序内部的内存地址，即使是那些不能使用指针的脚本编程语言，它们的核心也主要是在帮助简化内存管理，而不是阻止对应用程序内任意数据的访问，例如一个对象的引用你可以传递给任何变量从而被使用。</p><p>过去几十年，这一套机制运转良好，也体现出这种抽象带来的高效率。但是这种抽象只考虑一个程序及其程序的执行，而没有考虑程序内部数据对于用户的意义。在传统的软件中，软件主要是作为一种单一的功能使用，这种功能很少涉及需要跟外部交互，它们整体在内部是自洽的，如果用户需要另一个功能，TA就去打开使用另一个软件就好。</p><p>然而近几年随着Web 3.0、元宇宙和多智能体类应用的出现，这些应用越来越凸显出相互交互和协作的特性和需求，这跟我们传统的应用构成模型是相悖的，数据隔离就失去了互操作性，尽管我们可以通过一些机制去提供一些接口让其它应用进行互操作，但是这些机制架构通常都很复杂、不可扩展、效率低下。</p><p>因此，或许我们应该像区块链系统一样，建立一层数据抽象。它可以带来天生的互操作性，同时后面我们将看到，这样的架构调整还可以带来很多新的计算特性。但是首先来看将数据与应用程序分离之后怎样保证数据的安全。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="安全">安全<a href="#安全" class="hash-link" aria-label="Direct link to 安全" title="Direct link to 安全">​</a></h5><p>将数据存储在应用程序之外的地方，就失去了硬件和操作系统的保护，那么平台或者应用程序就必须额外提供保护机制。这方面我们也可以从区块链系统得到一些启示，再结合传统软件架构技术的一些发展，找到一个合适的技术方向。</p><p>不考虑分布式环境，仅考虑单个虚拟机，我们可以认为区块链计算的过程如下：首先虚拟机从外部环境中获取到用户账本，然后基于用户授权执行验证计算，验证通过则执行具体的交易，我们可以把这三部分分别看作数据、虚拟机和应用程序，如下图（b）所示：</p><p><img loading="lazy" alt="image-20230901145523283" src="/assets/images/blockchain-data-b854bc6e3bcc546c474c1bf450d283f3.svg" width="816" height="218" class="img_ev3q"></p><p>首先数据存储在应用程序的外部，从前面数据部分的分析也可以看出，所以在程序运行的时候就涉及到一个数据的传输过程。关于网络传输的安全性，我们已经有了很多年的软件工程实践，这块并不会带来很大的问题。而实际上，比如在移动端这种情况下，用户的数据大部分是存储在本地的，这并不需要经过网络传输，实际上整个系统只有需要与其它用户进行交互的数据才会进行网络传输。</p><p>当数据到达本地虚拟机时，虚拟机首先执行权限计算，然后再决定一个应用程序是否可以获取这个数据以执行某种计算。这里由于虚拟机已知用户的数据类型，所以它能够对数据进行授权管理，用户可以很简单地对每种语义数据对每个应用程序进行授权，只有相应类型被授权的应用才可以访问到对应类型的数据。所以这里虚拟机完全可以执行整个授权计算。</p><p>随后，被授权的应用最终可以获取到数据执行某个逻辑计算。尽管数据需要执行权限计算，但是应用程序对这种计算并无感知，它还是像传统应用程序一样进行开发，例如它声明需要访问某个数据，如果这个数据没有被授权，它根本就不会被调用执行；如果数据被合法授权，则它的计算过程跟传统的计算是一样的。整个授权的行为对应用程序是透明的。</p><p>这种数据及其安全的抽象，使得应用程序的开发还是利用完整的传统应用开发流程，保证对开发者流程和习惯的影响带来新的学习成本和思维模式转变。而这里的虚拟机则仅有平台进行开发即可。</p><p>对于虚拟机的安全部分，传统的一些虚拟机技术如Java、Web Assembly等已经有了很多的实践可以借鉴。本文后面也会提出一些新的调整思路，以解决一些新的问题和新的思考。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="数据抽象带来互操作性">数据抽象带来互操作性<a href="#数据抽象带来互操作性" class="hash-link" aria-label="Direct link to 数据抽象带来互操作性" title="Direct link to 数据抽象带来互操作性">​</a></h4><p>Reality World显然不是一个区块链的架构，比如我们每个应用的主体逻辑计算主要还是在单机上计算，就像传统的应用程序一样，但是它从区块链背后的技术体系中提取中了一种很有价值的思想。这种思想来源于区块链核心的共识机制，即它需要在一个分布式系统中的所有虚拟机上执行相同的计算来达成共识，这就要求虚拟机上每次计算的输入数据，即执行交易的两个用户的账本数据，首先必须对每个虚拟机是公开的，这样它们才能顺利地获取到数据，也即是可以互操作。这是一个非常智慧和巧妙的思想，任何尝试像传统软件架构那样把数据放在一个受保护的地方，然后通过定义API等等方式提供访问都会带来巨大的软件架构上的复杂性，比如你的编解码方式、传输内容的格式都需要两边进行很多配合，带来很多的碎片化。同时，数据的解码一定不能在客户应用程序内发生，这样客户程序就始终会拿到数据，进行不可能预期的操作，解码操作必须发生在平台。如果解码操作发生在平台，我们就不需要设置复杂的数据保护措施，因为这些数据的存储以及解码的过程，启示就发生在平台内部，对客户应用程序是不可见的。</p><p>数据可能不重要，所有权才是最重要的，这是区块链思想对于传统应用架构的不同视角，它带来了新的应用形态和体验，与之同时也带来了新的软件架构思想。</p><p>尽管区块链并没有很强调互操作性，因为它的格式和系统足够简单，但我们尝试把这种思想往通用计算上去思考的时候，它就会演变成互操作性的概念，想想你在区块链的虚拟机上怎样解析用户的另一个非账本的复杂数据结构？</p><p>这种从互操作性的角度去思考区块链，以及从中得到对软件架构的启示，它为未来的数字世界软件架构带来了全新的世界和可能性。它甚至打破了传统软件架构几十年发展的思维，未来的数字世界会因为互操作性呈现完全不能的能力和形态。从后面的内容会无处不在地看到这种互操作性带来的各种新的可能性。</p><p>更重要的是，我认为这是未来实现更加智能数字世界的基础，即数字进化。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="基于复杂系统的计算架构">基于复杂系统的计算架构<a href="#基于复杂系统的计算架构" class="hash-link" aria-label="Direct link to 基于复杂系统的计算架构" title="Direct link to 基于复杂系统的计算架构">​</a></h3><p>前面我们讨论了在一个多应用程序环境中，应用程序之间的互操作思想和机制，即系统架构的外在结构。本节我们关注的内容是系统内部逻辑的组织方式，即内在结构。</p><p>我们关注两个视角，这两个视角都来源于复杂系统理论：</p><ul><li>首先是大规模复杂系统内部的交互和逻辑组织问题</li><li>其次是怎样通过复杂系统的涌现机制产生更加智能的数字世界</li></ul><p>这两个视角将会让我们重新去审视过去几十年来形成的软件架构及其编程模型的思想，我们将通过把复杂系统的一些理论和思想引入到软件架构中，从而形成一套开发具有复杂交互的软件架构方法和逻辑，更重要的是，这种新的视角可能有助于未来我们开发出更智能、更丰富的、更复杂的数字世界体验。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="游戏的复杂系统视角">游戏的复杂系统视角<a href="#游戏的复杂系统视角" class="hash-link" aria-label="Direct link to 游戏的复杂系统视角" title="Direct link to 游戏的复杂系统视角">​</a></h4><p>上一节我们分析了，现代软件开发的其中一个基本的假设是程序所有的数据和代码都是受程序开发者控制的，这带来了中心化的软件治理模式，进而形成中心化的数字生态。中心化有效率的优势，去中心化有数据安全的优势，我们则从两者中做出一些架构调整形成一套集两种优势的架构。</p><p>本节我们将分析传统软件架构的另一个机制的缺陷及其带来的影响。</p><p>在现代的编程模型中，不管编程语言本身对硬件的抽象度如何，整个程序最后要被硬件执行，都会被编译或解释成这样一个机器码或字节码的字符指令集合，这些指令一般由操作符和操作数组成，操作符是其计算平台支持的计算类型，而操作数大部分是涉及到硬件的地址的，一个程序通常包含三类地址：</p><ul><li>寄存器</li><li>内存地址</li><li>程序机器码中的代码地址</li></ul><p>这其中寄存器地址大部分是由编译器来分配的，而内存地址和代码地址则是和程序的结构有一定的关系。其中内存地址通常是我们程序在运行过程中创建的数据对象在内存中的地址，然后其它一些需要访问这个对象的指令通常就需要指向这些对象的地址；而代码地址则通常跟方法调用有关，我们编写的代码最后会被编译为一个机器码格式的数据表述，程序运行启动时则会首先将这些代码数据加载到一片固定的内存地址，后续所有代码的执行实际上都是需要首先从这里获取代码指令的数据，然后根据指令的定义执行计算，然而实际代码的执行并不是完全按顺序执行的，我们的逻辑中充满很多控制流，例如一个函数需要调用另一个函数，这个时候就需要首先将指令的指针指向另一个函数的地址，并在指向完毕之后跳转回原来的位置。所以我们的程序代码中还需要根据逻辑控制流将这种代码地址编码在指令的操作数中。我们将在后续的技术架构部分更详细的讨论这个过程。</p><p>尽管上述的过程一般主要是由编译器、链接器和加载器来协同完成，但是从本质上来说，一句代码要访问那个对象的内存地址，以及下一个语句要跳转到哪一条语句，这其实是应用的逻辑规则，因此这些逻辑定义是由程序员来定义的，编译器只不过是根据编程语言的语法描述，将这种程序员在编程语言级别的定义，转化为机器级别的定义。</p><p>按照传统的软件架构方法实践，这里就会出现两种问题：</p><ul><li>一旦某句代码访问指向了某个对象地址，这个行为就不容易修改</li><li>一旦某个跳转语句指向了某个函数的地址，这个逻辑流程就不容易调整</li></ul><p>尽管我们有很多软件架构实践来部分缓解上述两种情况带来的问题，但通常都没有理想的方案。这造成的一个主要结果就是，我们的程序一旦开发编译完成，其行为就不容易动态调整或修改，一旦进行修改，则需要重新进行编译发布，并要求用户重新更新整个程序。</p><p>上述技术层面的因素反映到用户体验或者软件形态层面，就是当前的软件形态大部分都是一种固定的形态，每个软件的功能和结构基本上都是固定的。与软件的数据和代码耦合在一起导致软件失去互操作性类似，软件中数据的地址与软件结构的耦合使软件失去了动态性。关于软件的动态性有两个方面的意义，下一节我们回讨论动态性对于智能进化的意义，本节我们先讨论动态性对于软件逻辑构造的意义。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="复杂系统结构">复杂系统结构<a href="#复杂系统结构" class="hash-link" aria-label="Direct link to 复杂系统结构" title="Direct link to 复杂系统结构">​</a></h5><p>如果一个软件的业务逻辑是相对比较确定且简单的，那么我们传统的软件开发模式是可以很好地工作的，比如看看我们现在手机上大部分应用，每个应用内部的功能相对还是比较简单的，尽管有比如高并发等类的软件架构问题，但这类问题跟复杂度本身没有太大关系，更多是技术架构的问题。这类应用的特征是其业务逻辑的复杂度基本在人脑能够理解的复杂度范围之类，内部开发人员通常不需要太复杂的推理和思考就能够理解软件内部业务的流程、逻辑等等。</p><p>我们看另一个类型的应用：即游戏，则不一样。我们在后面还会分析很多游戏架构的特征，但是这里先重点关注其中一个特征，即它的业务逻辑的复杂度。总体上它的复杂度相较于传统的应用有两个特点：</p><ul><li>它由非常多的逻辑关系没有那么清晰的子系统组成</li><li>这些子系统之间的交互呈现高度的动态性和局部性</li></ul><p>在这种情况下，我们几乎很难像传统的软件那样进行编程，它没有比较明确固定的逻辑说什么流程之后就会执行另外一个流程，它更多是根据很多来源不同的条件来决定执行什么流程；它也不能将指针指向某些固定的内存地址，它有很多不同不同的对象实例需要执行相同的逻辑。总之这种软件的复杂度是非常高的，我们通常无法很直观地用大脑去思考它内部的交互逻辑。</p><p>具有这样特征的系统通常称为复杂系统，实际上关于游戏设计的理论，大部分都是基于复杂系统的思维来思考的。前面我们已经介绍过复杂系统相关的基本概念，我们可以从两个维度去理解它：</p><ul><li>内在结构，内在结构通常侧重在描述构建一个复杂系统的架构思维，比如它们的子系统的交互机制是怎样，整个系统是怎么组织的。</li><li>外在特征，外在特征更关注的是观察一个复杂系统，它会呈现出什么特征，这方面通常是设计复杂系统的理论，因为一般的复杂系统理论更偏重寻找复杂系统的原理而不是关注它内部的结构。</li></ul><p>我们也从这两个方面来思考软件架构，首先讨论它的内在结构，后面再讨论它的外在特征。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="游戏中的组合架构">游戏中的组合架构<a href="#游戏中的组合架构" class="hash-link" aria-label="Direct link to 游戏中的组合架构" title="Direct link to 游戏中的组合架构">​</a></h5><p>为了解决程序逻辑中的动态性的问题，一般的游戏应用架构都选择使用非常不同于传统软件开发的架构，这些架构大部分都涉及用某种形式的组合来代替继承。这其中不光是由于继承带来的逻辑表达的复杂性，使用组合还可以更灵活地调整程序的结构和功能。</p><p>最简单的组合机制如下图（a）所示，对象A并不是由某个具体的类通过继承等方式来继承，而是通过把不同的组件组织在一起通过组合的形式来构建。这种组合方式通常不是编程语言的机制，而是使用类似一个配置表格来记录这种组合关系，然后程序运行的时候根据这个配置分配相应的组件对象地址，并在组合的对象中以某种形式记录这些地址，以方便可以快速地访问这些组件对象。</p><p><img loading="lazy" src="/assets/images/decenterlized-interaction-f307d9701c5276c07aa28399a39bfed2.svg" width="833" height="248" class="img_ev3q"></p><p>组件对象本身的定义没有太多限定，一般简单的方式是每个组件包括自己的属性、状态和代码，另外一些更好的架构比如ECS则是将组件的数据和功能分开，这样方便组件之间的数据互操作。但不管怎样，对象内部的组件之间是需要通信的，对象和对象之间的某些组件或者属性之间也是需要通信的。如上图（b）所示。</p><p>一般简单常用的方法就是设置可以能够被全部对象访问的Manager类，这个类能够根据类型或者名字查询到其它组件或者对象的实例变量，例如伪代码：</p><div class="language-c++ codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-c++ codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">manager.getChild(&quot;A&quot;);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">manager.getComponent&lt;Attack&gt;();</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样的方式很灵活，它避免在我们的代码中到处去寻找每个对象或组件实例的位置和地址，简化为通过对象名称或者类型信息来获取对象。但是它的缺点是我们暴露了一个权限很高的访问入口给每个对象或组件，尽管对于游戏开发商内部来讲这没有问题，但是如果我们希望游戏程序能够提供给玩家一些自定义的选项，在这种情况下，玩家可以自行向程序注入一些动态的脚本程序来实现不同的玩法和目的，这种架构却是不可行的，而这也是元宇宙所描述的世界尝试构建的架构。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化的交互控制">去中心化的交互控制<a href="#去中心化的交互控制" class="hash-link" aria-label="Direct link to 去中心化的交互控制" title="Direct link to 去中心化的交互控制">​</a></h5><p>构建开放的程序架构不光涉及对其它资源的访问权限控制问题，还涉及到去中心化的子程序交互控制问题。</p><p>这是什么意思，由于系统的功能和状态都是完全动态的，因此我们无法预测一个组件执行时它需要的条件是否完全满足，在上述伪代码示例中，组件获取到的对象可能是不存在的，当然我们可以在每个组件内部做是否为空的判断，但是我们有没有一些更好的架构方法呢？</p><p>近几年改进出来的ECS架构可以找到一些启示。在例如<a href="https://docs.unity3d.com/Packages/com.unity.entities@1.0/manual/index.html" target="_blank" rel="noopener noreferrer">Unity DOTS</a>或<a href="https://bevyengine.org/learn/book/getting-started/ecs/" target="_blank" rel="noopener noreferrer">Bevy ECS</a>架构中，在这些ECS架构，组件的数据和功能被分离开来，分别对应Component和System，每个System对数据的使用，由上面那种自己需要通过全局共享的manager变量去查询获取，改变为通过一个query参数来声明对数据的需求，例如如下的System声明它需要使用Transform数据：</p><div class="language-rust codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-rust codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">fn print_position_system(query: Query&lt;&amp;Transform&gt;) {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    for transform in &amp;query {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        println!(&quot;position: {:?}&quot;, transform.translation);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这种Query形式的声明，借助Rust编译器对宏的一些强大支持，使得我们不需要写一些额外的查询语句，基于类型就可以获取到正确的对象变量，这种方式甚至比函数调用还要简单：都不需要我们手动传递函数参数，只需要声明类型就可以在运行时被自动赋予正确的函数变量。当然Unity使用的C#语言编译器的机制没有那么强大，但对应的思路是差不多的。</p><p>这种机制带来的意义是非常深远的，它不光简化了传统编程开发中，一个逻辑在执行时需要收集大量<a href="https://www.zhihu.com/question/26387327/answer/3158798538" target="_blank" rel="noopener noreferrer">复杂上下文</a>数据的流程，更深远的意义在于，通过分离数据的声明和数据的实际获取的过程，将数据的获取过程转交给系统，使得系统有机会去控制组件对数据获取的安全控制，同时又不会给客户程序的开发带来复杂度，甚至还大大简化了。</p><p>结合我们前面的区块链的思路，由于我们的数据的获取是没有做保护的，但是我们在这个数据获取到组件的使用之间，虚拟机会根据组件的类型声明执行安全检查，此时我们知道组件声明的类型，这个类型是虚拟机可以解析的，我们也已知道用户对于该组件对于该数据的授权情况，我们完全就可以在虚拟机层面非常简单地做出安全判定，如果我们还能够根据判定结果来执行函数功能，那么非法的组件完全就没有可能被执行，即使它看起来可以声明获取用户的任意数据，所有的数据所有权都在用户的精确控制之下。</p><p>这种机制也为我们带来去中心化的交互控制便利。由于复杂系统的子系统非常多，且整个系统是高度动态的：随时可以有任意的子系统因为某些原因被停止执行，也随时可能新增某些新功能的子系统，所以我们很难用全局的控制器去管理这些动态的组件之间的交互，实际上所有复杂系统的核心就是整个复杂系统没有中央的控制机制，所有子系统之间都是局部的交互，整体涌现出智能行为。</p><p>如果组件只是声明交互关系，没有与某个中央控制器或者全局的共享变量交互的机会，系统或平台就有机会根据类型等信息进行动态判断和规划，使得不满足条件的组件根本就不会被执行。这样在每个子系统看起来，整个系统并没有一个中央控制器，能够最大限度支持复杂系统的动态性。</p><p>这种简单对类型的声明，然后由系统来分配数据的架构，也支撑了我们最核心的互操作性特性。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="动态性">动态性<a href="#动态性" class="hash-link" aria-label="Direct link to 动态性" title="Direct link to 动态性">​</a></h5><p>游戏程序或者说一般的复杂系统，相对于传统的应用架构还有另一个特征，那就是信息是完全动态的。</p><p>在传统的应用中，软件主要充当的是一个功能计算器，它的功能大多数时候都是静止状态的，只有当用户发起某个事件，例如点通过鼠标或触摸屏点击某个UI元素，这个UI元素被程序定义为绑定到某个功能，一旦用户发出输入事件，对应的功能计算就会执行，然后程序会呈现相应的计算结果给用户。此后程序又进入静止状态直到用户的下次输入。这种模式可以描述为：输入--&gt;计算--&gt;输出，如下图（1）所示。</p><p><img loading="lazy" src="/assets/images/dynamic-system-49db8c8dec701899ab4e14129dd87873.svg" width="765" height="148" class="img_ev3q"></p><p>而游戏并不简单的这种模式，游戏世界的一切都是动态的，它背后有一个循环驱动着整个系统持续在运行，即使用户不做任何输入，它的状态也在时时刻刻发生变化，例如大部分游戏的关卡都有时间限制，即使玩家什么也不做，游戏也会以失败结束；例如在一个RPG游戏中，即使玩家站着不动，周围的怪物也有可能走过来攻击玩家，导致一连串的后果。</p><p>游戏程序就像内部有一个驱动器，它持续驱动着所有系统的运行，这些系统与系统之间的交互会导致很多状态变化，这些变化的状态信息源源不断地输入给玩家，如上图（b）所示。</p><p>这种行为也是更接近真实世界行为的，在真实世界中，不管是生物系统还是人工影响的如经济系统等，环境时时刻刻在发生变化，整个世界的信息绝不仅仅是我们自己去影响的，事实上更是反过来我们的行为都是受环境的信息影响的，我们所作的任何决策都要实时去观察环境的信息，有些上一刻看起来还理所当然的决策，在下一刻随着某些环境发生变化就变得毫无意义。</p><p>这样的信息系统特征与我们的传统应用程序相比，表现出两个在计算上完全不一样的特征，即：</p><ul><li>系统之间的交互是完全被动式的</li><li>软件给用户呈现的是一个动态的信息世界</li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="被动式计算架构">被动式计算架构<a href="#被动式计算架构" class="hash-link" aria-label="Direct link to 被动式计算架构" title="Direct link to 被动式计算架构">​</a></h6><p>当一个信息系统的交互控制是去中心化的时候，子系统之间的交互看起来都是“自发的”，没有谁来驱动，这样的机制怎么执行的，我们将在后面讨论整个复杂系统的机制，这里我们先来看看这种行为对编程有什么影响。</p><p>传统的编程模式都可以称作为主动式，大部分的代码流程可以总结为：用户输入-》决策判断-》执行动作，这里的决策判断是程序中最复杂的部分，因为它涉及到很多上下文信息的组织和查询，关于上下文的理解知乎<a href="https://www.zhihu.com/question/26387327/answer/3158798538" target="_blank" rel="noopener noreferrer">有一篇</a>很精彩的描述。在传统的软件架构中，我们一般都会有很多不同的模式和经验来实现这种上下文管理，但是这里我们在复杂系统的视角下，却会提出另一种可能是更好的方法。</p><p>一般的决策判断流程大概是这样，当对应的代码接收到用户输入请求的时候，决策代码要做的事情就是去查询和收集上面讲到的这种上下文信息，以帮助做出决策判断，不考虑这些上下文内部是怎么组织的，我们可以把整个根据上下文进行决策判断的过程看做一个函数makingDecision()，makingDecision要做的事情就是去调用大量预置的判断函数，根据各种逻辑条件，动态地计算出一个判断结果。这种计算架构带来了两种不好的结果：</p><ul><li>造成了模块之间的耦合，即所有子模块都需要引用或者了解哪些逻辑判断的代码</li><li>造成逻辑判断计算的重复执行，设想有两个独立的用户输入，其中的逻辑判断有80%是重合的，程序必须针对两个独立的输入进行这部分重复计算。</li></ul><p>看看我们现实世界的系统往往不是这么工作的，各种系统往往定义好自己的流程，每个流程会输入数据，后续流程往往以这种输出的实物数据作为它可以执行流程的判断条件，而不是当它需要执行的时候，发现前面的流程还没有执行，由下游的流程再去驱动上游的流程去执行。在这样的模式种，上游流程计算的数据结果不仅充当了一个条件，它更充当了上游的那个计算过程。</p><p>结合我们前面的互操作能力，即子系统在不经过某个中央控制模块的情况下，能够非常简单地访问所有数据的能力，我们可以把各种可能的决策计算提前计算为一个数据，这样下游的流程由于定义和数据依赖关系，系统可以在条件满足的时候自动调用它去执行自己的逻辑。整个过程中，决策判断和子系统完全解耦。</p><p>这样的架构调整将传统软件种的模式由主动式转变为被动式。</p><h6 class="anchor anchorWithStickyNavbar_LWe7" id="动态的信息世界">动态的信息世界<a href="#动态的信息世界" class="hash-link" aria-label="Direct link to 动态的信息世界" title="Direct link to 动态的信息世界">​</a></h6><p>传统的：输入-》计算-》反馈的计算模式，用户能够完全了解或者说“记住”一个软件的状体，用户知道自己做过什么，当前的软件状态是什么，用户也知道TA只要执行某个功能，就会带来什么可预期的结果。</p><p>尽管这样的方式有助于人们管理日常的任务和工作，但是这既不是真实世界的工作方式，同时所有事情都靠人去输入驱动，那么信息系统所能完成的事情的数量就会非常少，因为人的精力和注意力都是非常宝贵和有限的资源。而现实世界的信息系统总是在自发、动态发展的，即使我们某天什么事情也没有做，但是世界发生了很多的经济和生产行为，所以我们应该模拟真实世界的动态行为，<strong>使得数字世界的计算不以人的注意力为驱动基础</strong>，这样即使当我们的注意力不在软件和应用上，但是它们会在后天时时刻刻都进行着与用户相关或者指定的计算任务。</p><p>前面我们已经描述了实现这样的计算架构的机制，这里要强调的是这对用户体验带来的变化。传统的软件的信息状态都是跟用户的输入有关，因此即使不用打开软件，用户大致是知道里面的状态信息的。但是如果一个信息系统在后台动态运行，就会存在大量的信息状态是用户不知道的，它必须像观察这个动态的世界一样去观察软件内部的信息状态，当然这里的交互可以有很多形式。</p><p>游戏就是这样一个信息系统，游戏内部有许多子系统的运行都不是直接与用户的输入相关的，因此游戏的交互必须要很好地呈现比较完整的状态信息，比如相对于传统应用简洁的界面，游戏的界面通常会包含很多全局的数据信息，除了具体的数据信息，游戏场景的元素在视觉上通常也被设计为易于帮助用户去区分不同的场景状态，如下图《文明》这款游戏一个游戏画面。</p><p><img loading="lazy" src="/assets/images/Civilization-7255faa2a66f9ab156613b9e0e185032.jpg" width="1366" height="768" class="img_ev3q"></p><p>在这种情况下，用户的下一个输入或者决策，就不能单纯凭借自己大脑种的记忆，而是需要观察整个系统的信息状态，这些状态可能会实时变化，甚至大部分变化都不是用户直接输入导致的结果，甚至某种程度上用户的操作更多是在响应信息世界的状态变化。</p><p>表面上这看起来是更复杂的，但是这样的信息系统能够处理的信息计算将会远远超过传统的信息计算，因此它能实现的信息计算的复杂度也更高，想想看一个游戏中涉及的那么多计算和逻辑，使用传统的应用模式几乎是无法实现的。</p><p>而且这种复杂度对于人类来讲，或许并没有那么复杂，人类在社会中天生就是被训练为适应变化的环境的，我们不断在观察街上的行人、红路灯及车辆情况，以决定下一步的行动策略；赛场上球员之间不断观察其它运行员动态的情况，以决定下一步行动；甚至在信息系统中，我们也要根据股票市场的变化，决定下一部分的投资决策等等。</p><p>所以这里更多的是设计和交互的问题，比如人的有些响应能力是天生的，比如对危险事物的察觉，有些则是需要定义一定的规则然后进行适当的训练的，比如开车时对环境的反映等等。这比如就要求我们要精心选择呈现信息的逻辑、模式、规则，而不是一股脑甚至随机选择大量杂乱无章的信息；比如一段时间内某些相关信息的规则和逻辑变化不能太大，因为这可能需要用户重新去建立对动态信息的响应模式。</p><p>在这种信息系统中，信息的呈现、规则和交互会变得很重要，但是相比于这样的复杂信息系统呈现的价值：<strong>注意力的释放以及实现更复杂计算的能力</strong>，以及人类对这种动态信息系统的适应能力，这样的转变完全是有价值的。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="进化产生数字智能">进化产生数字智能<a href="#进化产生数字智能" class="hash-link" aria-label="Direct link to 进化产生数字智能" title="Direct link to 进化产生数字智能">​</a></h4><p>前面我们从机制上讨论了很多思路，以实现一个可以多子系统互操作、靠子系统局部交互实现更复杂功能的数字世界。但我们花费了这么大的精力去重构软件开发的流程，以及让用户去学习新的信息系统交互方式，<strong>这样的代价到底值不值得？它有没有更深层次的价值体系来支撑这种技术变革？</strong>这些是本节要讨论的问题。</p><p>本节我们要讨论两个很深刻的问题，即数字智能和计算的本质，这些概念可能性驱动未来数字变革的核心价值。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="智能涌现">智能涌现<a href="#智能涌现" class="hash-link" aria-label="Direct link to 智能涌现" title="Direct link to 智能涌现">​</a></h5><p>前面我们已经简单介绍过复杂系统的一些基本知识，我们再来看一个每个人可能深有体会的例子。</p><p>考虑我们现在的整个网上消费购物的系统，它是由这样几个子系统构成的复杂系统，包括生产产品的厂商、物流快递、国家交通公共基础设施、电商网站、送货的快递员和用户等。这些子系统每一个单独看都比较简单，它们的功能有自己的边界，这些子系统之间的交互也相对比较简单，最重要的是，这一切没有一个公共、统一的中央控制器，整个系统都是由局部的子系统之间进行简单的相互交互，从而呈现整体系统功能的。</p><p>虽然每个子系统相对都比较简单且容易理解，但是整个系统实际表现出来的功能性是远远大于我们的预期的，例如最开始网上购物主要是以淘宝等少数电商网站为主，然后现在快递称为一种公共子系统，使得任意其它的电商网站都可以接入，这就使得人们购买物品这个体验大大升级，例如小到附近的餐厅、水果店和药店等都可以很方便的购买，甚至包括跑腿这种灵活的形式，从我们的体验上说这已经不单单是一个快递或者购物网站那么简单，它简直是一套非常智能的消费体系，因为几乎所有的电子消费形式它都可以实现，这种智能就是通过这些子系统构成的复杂系统涌现出来的。</p><p>除此之外，由于这些子系统之间的形式是相对比较独立的，所以子系统都在进行自我迭代，例如过去的物流体系主要是依赖火车，其运载的时效性是非常低的，随着现在交通子系统内部的迭代，例如火车升级为高铁和动车，大规模高速公路网的修建，其它的子系统甚至在没有变化的情况下就能享受到交通子系统的性能提升，最后导致整个消费的体验大幅提升。再比如说快递这个子系统，过去快递可能就是送到站需要用户自取，但是随着消费量的增加，快递公司为了改善体验，逐步增加了配送到家里的最后一公里，甚至在大城市通过分片区配备更多的快递员来缩短配送时间。所有这一切，每个子系统内部都在迭代和进化，最后整个系统的性能和能力都不断突破，子系统内部逐步的迭代改善不单单是提升了性能，它使得整个系统涌现出一些新的体验和能力。例如快递员的配送时间不能控制在很短的时间内，那么这种短时的外卖消费形式就不可能形成。</p><p>从这里我们就可以看到复杂系统的力量，它通过将整个系统划分为自治的子系统，并允许子系统内部进行进化迭代，从而涌现出更智能的功能。我们可以从人类社会的各个层面都看到这种复杂系统机制涌现智能的例子，从生物系统、到人造的各种系统，如上面描述的这种电子购物的系统，再到天气宇宙这种大自然的复杂系统。</p><p>尽管信息化以及计算机的通用计算能力具备表达和模拟人类一切可计算的逻辑的能力。然而在数字世界我们似乎还没有感受到这种由复杂系统机制导致的计算智能的能力，这主要是因为前面论述的现代软件构造的基础架构使得应用之间的互操作性很低，从而不利于实现相互交互来形成复杂系统。比如看看我们手机上的应用，几乎每个应用之间都是完全隔离的，尽管理论上用户的数据本身应该在不同应用之间可以共享，但是实际上一个应用很难使用或获取另一个应用产生的数据。这造成的结果就是，虽然现在的应用商店有成千上万的应用，每个用户也下载了非常多在功能和意义上具有相关性的应用，但是这些应用之间从不能真正进行交互，使得这种“多应用”的形态最终没有涌现出更复杂、更丰富、更智能的数字体验。每个应用本身就像一个完全独立的小功能，甚至应用之间由于数据格式的不同，即使是用户想要手动在应用之间形成这种协作，也无法操作，当然除了简单的图片、视频、文字等这几种标准的格式之间可以手动实现交互，其它更多的数据是没有通用格式的。</p><blockquote><p>说明：这里并不是说数字世界完全没有复杂系统产生，但这里本文说的主要是面向C端消费者的应用之间。其它的不同层度的互操作还是有的，但是由于传统软件构造架构的一些基本的能力限制，所以大部分这种互操作性的架构都发生在web之间，Web通过HTTP等协议提供了一些基本但相对比较复杂的互操作机制，大部分企业内部的业务之间都是基于网络传输协议来实现的微服务的形式构成的，这在某种程度上形成了一个复杂系统。此外，超链接URL使得互联网上的信息之间都可以连接起来，尽管它只是一个简单的链接，但是这些链接构成的信息背后的相关性构成了一些逻辑关系，使得它们也涌现出了智能，例如我们沿着这些链接可以寻找到很多很深层次有价值的信息，这些信息作为知识使得我们可以解决一些生活中的重大问题。</p></blockquote><p>所以从这个角度看，构建一套新的软件构造的方法，使得人们可以更方便地去构造复杂系统形式的信息系统，这将带来帧数的数字智能的变革，这将使得计算的能力远远超越一般的逻辑计算。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="计算的本质">计算的本质<a href="#计算的本质" class="hash-link" aria-label="Direct link to 计算的本质" title="Direct link to 计算的本质">​</a></h5><p>在计算机和信息领域，我们理解的计算通常是指按照一定的逻辑和流程执行一些操作，编程语言定义了我们描述逻辑的方式，我们的逻辑用这种编程语言进行描述并形成代码程序，最后在计算机上被执行以完成这个计算。</p><p>然而当我们构建了一个具有复杂系统特性的信息系统的时候，这些涌现的能力是我们“计算”出来的吗？从这个角度看，可能计算的本质并没有那么简单。</p><p>在生物学、数学、统计学、物理学等跟复杂系统相关的科学领域，科学家一直在尝试为复杂系统寻找一些数学上的理论，复杂系统的视角至少从上个世纪50年代就已经在科学研究者中间被广泛思考和接受，例如著名的人工智能先驱 <a href="https://en.wikipedia.org/wiki/Herbert_A._Simon" target="_blank" rel="noopener noreferrer">Herbert A. Simon</a> 就是最早对复杂系统的架构进行分析的科学家，在他的著作《<em><a href="https://en.wikipedia.org/wiki/The_Sciences_of_the_Artificial" target="_blank" rel="noopener noreferrer">The Sciences of the Artificial</a></em>》就大量使用复杂系统的视角来分析所有由人类参与的人工系统。他提出了一些构建这种系统的原则、方法和思维，比如通过目标、界面和环境的关系来描述人工系统，其中的界面其实就相当于子系统之间的边界，界面内部的就是内部功能，系统面对的外部环境就是其交互部分，而目标来源于进化论里面的选择。这些研究工作也为后来的复杂系统在工程上实施提供了许多宝贵的价值。</p><p>然而，最近几十年来，尽管随着生物学、物理、化学等学科的飞速发展给复杂系统的研究提供了很多依据，但是人们至今依然没有找到关于复杂系统的统一的数学理论。更多的研究者都偏向于复杂系统可能没有像其它自然科学一样具有比较明确的统一的数学理论。更多是从复杂系统的一些比较具有共性的一些特征去研究和使用复杂系统。</p><p>分子生物学John E Mayfield在他的著作《The Engine of Complexity: Evolution as Computation》中提出了一种关于复杂系统的解释，即将进化看作一种计算，这样计算就是所有复杂系统背后的引擎。这本书的 <a href="https://www.amazon.com/stores/author/B00DO8488U/about" target="_blank" rel="noopener noreferrer">作者介绍</a> 如下：</p><blockquote><p>From an early age John E Mayfield was fascinated with science of all kinds. This broad interest led to a BA in physics, a PhD in biophysics, and an academic career in the area of molecular biology. In the late 1990s he was introduced to evolutionary computer algorithms and became fascinated by the relationships between biological evolution and computer based evolution and more generally in the linkages between computation and biological process. The Engine of Complexity, Evolution as Computation is based on his consequent studies. The book shows how biological evolution is a special case of a more general computational notion of evolution, and how that general view of evolution explains not only how life is possible but also how human technology and most or all complex outcomes of human society are possible. It is his first book.</p></blockquote><p>John E Mayfield的主要研究方向是关于进化的一般性理论，他指出，传统的复杂系统之所以很难形成统一的数学理论，主要是因为系统之间交互关系是非线性的，而计算机的逻辑计算能力正是解决非线性关系的方法，且具有很强大表达能力，所以他发现将这两种视角结合在一起，用计算的观点就可以解释几乎所有复杂系统的机制。</p><p>作者指出，计算机程序是由能够导致计算机内部发生特定的状态序列并产生输出的命令组成。数据可以视为对外部世界某方面的表示，这样看来，计算就是将方法的表示（算法）作用于对世界某方面的表示（数据）产生内部表示（机器状态）的序列，并得到最终的表示（输出）。在计算机中，内部状态与输入状态互动产生新的内部状态，最终状态就是输出。</p><p>那么如果物理的过程也是计算，程序在哪？作者以如何解释一粒盐为例用计算的观点来解释化学反应，食盐是由钠和氯组成，当等量的钠原子和氯原子混合到一起，就会发生自发的反应，这个化学反应会释放热能量，每个钠原子失去一个电子，每个氯原子获得一个电子。根据库仑定律，带正电的钠离子和带负电的氯离子相互吸引，但不能距离太近，因为填充的能级（化学的轨道）不能相互渗透。当所有钠离子都被氯离子包围，氯离子也被钠离子包围，形成非常规则的3维结构，相抵触的规则时间就会达到最优平衡。能级的物理维度决定了例子之间的最优距离。钠离子和氯离子具有不同的大小，能平衡物理和几何不同需求的状态是一个规则的网格，每个氯离子周围有6个钠离子，每个钠离子周围也有6个氯离子。这个规则的立方体结构向各个方向延伸，从而形成我们所熟悉的盐晶。在适当的温度和浓度条件下钠离子和氯离子相遇就会自发形成这种结构。</p><p>在上述的过程中，涉及两个基本物理定律，一个是库仑定律，它说明电荷越接近，作用力就越大。但如果仅仅是这样，钠离子和氯离子就会挤碎在一起。而这一切没有发生是因为另一个量子力学中的被称为泡利不相容原理的规则。量子力学规则的一个特点是系统是按“能级”划分的，对于原子这意味着电子处于某个能级并且与质子的距离不能低于最低的能级。这种规则的结果是使得不同的能级只能占据一定数量的电子。</p><p>量子力学、库仑定律以及数字的相互作用赋予了每种化学元素独有的特征。John E Mayfield从计算的观点看，钠和氯原子各自带有自身表示的信息，当一定的条件发生时，它们会相互作用，发生相互作用的计算过程正是由基本的物理规则引起的，例如这里的库仑定律和量子力学规则，这些基础的物理规律编码了其中的计算算法。</p><p>按照这种视角，所有的进化系统或者复杂系统都可以用计算的观点进行解释。这种计算的视角对于我们构建软件计算架构最核心的意义在于，这种系统的计算是自动发生的，它没有某个中央控制器。在物理过程种，作者将物理规律在整个进化计算过程种充当的驱动自发计算的方式称为“免费的结构”，即我们自然界的所有基本的物理规则驱动着整个宇宙种复杂系统的计算。</p><p>回到我们的软件架构，我们已经具备了定义子系统以及让子系统之间进行互操作的能力，那么在没有中央控制器的情况下，怎样形成这种自发的子系统之间的交互呢？这就涉及我们的组件参数声明与全局变量之间的解耦，当我们的组件只是声明对某些数据感兴趣，而不需要自己去获取这些数据的地址的时候，借助我们的类型系统，系统就可以自动推导出它需要与哪些子系统进行交互，所以系统能够动态根据这种子系统之间的变化来决定这种交互东西，尽管系统在不还是有一个类似的分配器在工作，但是从组件或者子系统看来，这些子系统与其它子系统之间的交互是<strong>“自发的”</strong>，即：</p><ul><li>子系统只需要声明自己感兴趣的数据，就像原子声明了自己的表示。</li><li>只要条件满足，子系统之间就可以进行交互，这个条件在物理过程中是自发进行的，在我们的系统中它也是自发进行的，因为系统会根据多个子系统之间的条件进行判断，满足条件的子系统之间就会被执行计算。</li></ul><p>这里系统的调度充当了物理过程中那些物理定律对应的免费的结构，只不过我们不是像物理过程那样具有各式各样的物理定律来定义不同的结构，而是定义一个统一的规则，这个规则根据输入输出类型来计算交互的条件，而这些类型本身编码了各种各样的规则。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="进化的系统">进化的系统<a href="#进化的系统" class="hash-link" aria-label="Direct link to 进化的系统" title="Direct link to 进化的系统">​</a></h5><p>前面两节论述了复杂系统怎样通过多系统非线性和自发的的交互，来涌现整个系统的智能，以及我们的软件架构使用怎样的机制来支撑复杂系统的这种结构特征。</p><p><strong>然而一个复杂系统是怎么形成的，这是另一个非常深刻的话题</strong>。传统的一个软件都是由某个公司内部大量的研发团队通过数个月以及数个不同职能的团队的协作共同完成的，它们的一个被认为理所当然以至于我们一般都不会去思考的特征是：一旦开发商发布产品，则意味着整个软件产品的功能全部开放完毕，从外界用户感知来看，他们一下子就开发出了一个功能确定且完整的产品。</p><p>在上述这样传统的软件产品中，我们一般认为它的业务逻辑是相对容易被开发团队理解的，因为尽管业务细节都带有很多复杂性，但是一个团队研发的某个软件产品在整体逻辑上处于某个特定领域，有一些特定的逻辑，因此其复杂度基本上都是在可管理的范围之内。但如前面所述，如果一个复杂系统作为一个整体，它的复杂度是很难被人理解和管理的，那么我们应该怎样去开发一个你甚至都不能理解整体功能的复杂系统产品呢？</p><p>回到前面电子购物的复杂系统，它呈现三个特征：</p><ul><li>首先是每个子系统都是由独立的实体在开发及运行，这是复杂系统的基本特征；</li><li>其次是每个子系统内部都在独立迭代，例如交通子系统由火车到动车，由普通的公路到全国高速路网；物流公司由以前的长途配送，到增加最后一公里的送货上门，上门取件；</li><li>再次，整个系统中不断有新的子系统加入，这些可能是跟其它某些子系统功能相似但是处理不同类型任务的子系统，如新增不同的电商平台，以及新增快递公司；也可能是基于现有整体系统能力延升出来的处理新的类型业务的子系统，比如外卖就是一种不同于传统电商的服务类型，但它是基于在线购物和快递发展到一定成都时候才会产生的新的服务类型，及它的出现需要基于其它系统的演进。</li></ul><p>从上面的过程我们可以看出，整个电子购物的复杂系统不是像传统软件那样一次性构建出来的，它们是进化出来的。所有复杂系统的功能演进都是一个进化的过程。</p><p>下面我们来分析我们的软件架构在一个进化系统的框架下是怎么工作的。根据《复杂的引擎》一书，所有进化过程的共同特征包括以下5个要素：</p><ul><li><strong>个体</strong>，它们一般有各种名字，比如：生物、自主体、基因、概念和公司。</li><li><strong>可遗传的特征</strong>，个体的描述信息。以某种形式编码为个体本身的一部分，生物的这种信息编码为DNA。</li><li><strong>个体可以繁殖或复制</strong>，通过这个机制，个体从父辈或之前的个体拷贝编码信息。</li><li><strong>变化机制</strong>，信息在复制、繁殖或维护过程中必须有机会产生适应度的改变。在许多系统中变化机制就是复制过程中产生的错误。</li><li><strong>基于特征的选择</strong>，繁殖（或复制）的成功必须部分取决于各个体编码信息所描述的特征。</li></ul><p>只要系统同时具备了这5个要素，个体组成的群体中的编码信息以及相应的个体特征就会随着时间改变；遗传的个体特性也必然会越来越适应决定繁殖（复制）成功率的标准。</p><p>上述这是进化论中的知识，比如在生物的进化论中，生物个体携带DNA，其中编码了个体本身的特征，这些特征可以通过繁殖被复制到新的个体中，并且这个复制的过程中可以产生一定的变异，这种变异通常是随机的，进而形成一些新的特征，这些新的特征能否被保留下来，取决于自然选择，即它能不能具有更大的优势保障个体的生存。具有这种逻辑结构的系统会累积适应选择标准的编码信息。在自然和生物系统中，它们通常利用随机变化做到这一点，有时候也会利用非随机变化，以免偶然性过大，不利于产生有用或有趣的东西。因此这个信息累积和改进的过程就是概率计算，它有效的原因很简单，很小的变化通常是有可能的，而无目的的大变化基本不可能发生，通过小的并非很不可能的变化，并累积好的变化，就有可能达到本来很难达到的目标。</p><p>进化论的思想几乎可以解释一切生物和大自然的复杂系统，但如果直接将这一套方式作用于我们的软件开发则是不合适的，首先完全依赖于随机变化的效率会比较低，其次通过漫长的自然选择则会使系统的演进很慢，想想我们人类的智力演进是多么漫长的一个过程。</p><p>因此我们必须保留进化论的精髓，同时要在效率部分做出不同的处理。下面分析我们的架构其中包含的进化思想。</p><p>对于计算机，进化的信息是软件代码。我们来看在我们的系统中怎样对应和解释这5个要素：</p><p><strong>个体</strong>：就是包含了自身功能代码的各个子系统，例如一个智能体（Agent）程序。</p><p><strong>可遗传的特征</strong>：我们的代码显然像DNA编码了生物个体特征意义，它编码的整个程序的特征（功能），很显然，代码是可以复制和遗传的。</p><p><strong>个体可以繁殖或复制</strong>：你只要复制了另一个智能体的代码或者说你的系统以某种方式可以包含或者调用另一个子系统的代码，其实这在软件中也是一种形式的复制。</p><p><strong>变化的机制</strong>：生物或自然系统的变化机制主要是靠随机过程，它主要体现在对编码信息的部分随机修改。我们的软件系统显然不是对已有的程序去添加一些随机的修改，因为那样的程序大部分情况下根本就无法运行。我们的随机性主要来源于一个新的开发者像一个已有的程序中添加部分能够修改程序行为的代码，举个例子，原来的程序包含A组件，现在借助我们的互操作性，这样的程序可以很方便与其它程序进行交互，现在有另一个开发者开发了一个能够与A组件进行互操作的程序，然后某个用户同时购买了A和B两个组件，那么它们整体看就是产生了变化。所以我们的子程序之间的互操作性，以及函数级的可组合性，这些都是变化的机制，我们后面会详细介绍其中的技术细节。</p><p>在传统的软件中，我们也可以对已有的软件进行修改，从而实现类似上面这种变化。但是因为传统的软件只是对开发商内部是公开的，所以只有一个很小的团体能够改进软件，这就会使得软件的变化的概率非常小，甚至在某个程度之后停止变化，因为这个开发商的研发人员数量在整个人类完全是可以忽略的。而在一个开放的软件时间，这样的变化是完全不受限制的，因此进化的概率更大，更有可能进化出完全意想不到的结果，因为这里面能够导致变化的开发者人员的数量基数是非常大的，后面我们也将详细分析我们怎样通过简化程序结构来使得更多的非程序员可以编写程序。</p><p><strong>基于特征的选择</strong>：这些变化出的机制是否有效，取决于它们是否适应和满足人们的某些目标。所以当这些变化发生之后，新的子系统会产生，然后会有一部分用户有机会是使用这些新的子系统，在使用过程中，如果这些子系统很好地解决了人们对数字世界的一些需求，那么它们就会被选择，即它们适应了选择，否则这样的新的子系统则会很快被淘汰。</p><p>这种选择机制在软件的消费中倒是非常有效，但是这种方式显然还没有真正促进软件大规模的进化，例如看看我们手机里的应用及其形态，大部分的应用已经有很多年没有太大的进化了，而相反，我们的数字世界的功能也没有变得非常的丰富和智能。这种缓慢的进化与两个要素有关，一是上面讲到的变化的缓慢，二是跟这里的选择机制有关，即人们其实没有太多选择，就导致选择并没有在整个系统中表现出很强的力量。</p><p>现代的软件都累积了很多的功能，用户要么购买及使用整个软件，要么就使用不了软件，大部分情况下我们必须要使用其中的核心产品功能，所以不得不安装，但是其中包含的大量功能我们完全无法选择，因为没有选择这也会导致开发商并没有那么大的选择压力。</p><p>我们的系统是一个完全动态的系统，用户可以选择完全不同的子系统组合，这也就意味着用户对每个很小的子系统有很高效的选择机制，这就会催生一个完全不同效率的进化系统。在我们系统架构中，动态性和互操作性在遗传、变化和选择这三个重要的进化要素中都发挥了重要作用，从而整体呈现出更高效的进化效率。通过这种进化的力量，演进出复杂的系统功能，从而使数字世界表现出更加智能、复杂和丰富。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="外在结构和内在结构">外在结构和内在结构<a href="#外在结构和内在结构" class="hash-link" aria-label="Direct link to 外在结构和内在结构" title="Direct link to 外在结构和内在结构">​</a></h3><p>前面我们从互操作和复杂系统机制的层面对RealityIS的架构哲学进行了一些介绍，在了解这两个部分的内容之后，我们再来系统地梳理一下其中的逻辑，使我们对整个系统架构有更清晰的认识。</p><p>从整体看，RealityIS的两个设计目标或特性是：</p><ul><li><strong>互操作性</strong></li><li><strong>自我进化</strong></li></ul><p>所有的技术思想和对现有技术的改进思路都是围绕上述两大目标的，其中互操作性解决的问题是要让任何子程序能够非常轻易地跟外界通信和交互，这既是复杂系统结构所需要的基本特性，也是实现一个广泛相互协作而繁荣的数字经济的基础，想想我们现实世界人与人、实体与实体、人与社会等各种关系都是有非常广泛而深刻的交互的，在计算机的世界，交互就是互操作。</p><p>自我进化，是复杂系统构建和演化的核心机制，我们不是一次性通过某个实体就开发了整个系统的功能，而是通过子系统之间的相互协作来进化出各种更复杂的功能，对应的软件开发的过程中，这要求系统具有非常动态的能力，能够动态地新增或者删除子系统，同时也要求这些子系统之间具有自治的能力，这样系统才能自发地进行进化，而不需要全局干预。</p><p>围绕着两个目标，我们发现传统的软件构造体系根本就是跟这两个目标相悖的，这主要体现在：</p><ul><li>数据与代码的耦合使软件失去了互操作性，同时也造成了中心化治理的结果</li><li>局部代码在获取决策上下文时与全局信息的耦合使软件失去了自治的能力</li></ul><p>针对这两个问题，我们分别从区块链和复杂系统理论中寻找到对应的理论支持，使我们可以获得一个非常简洁、干净、稳定、而又功能强大的技术架构。它们形成整个技术架构的两个结构，我们称之为外部结构和内部结构，如下图所示：</p><p><img loading="lazy" src="/assets/images/two-level-arch-53b339fd8c7740e12cb7a1d30eec3212.svg" width="765" height="235" class="img_ev3q"></p><p>针对互操作性，我们从区块链中得到启示，尽管不是很直接，但是它为了实现去中心化采取的将数据与计算分离，并在虚拟机中在运行时对数据进行授权的技术流程，被我们很巧妙地用一套动态的类型系统进行一般化，使之能够支持更广泛的数据类型，同时又能确保用户的数据安全。这样的调整使得我们完全实现了互操作性，这种互操作性不光使得不同开发者开发的应用程序可以在一些协同计算，相互交互，更重要的是为复杂系统的构建奠定了基础：这样一个系统的功能有机会被多个自治的子系统进行融合而形成，而不是仅仅只有一家开发商构建，那样其能提供的功能的复杂度将会远远低于复杂系统。我们称这些由互操作性带来的结构为外部结构，它反应的是子系统与外界交互的能力。</p><p>针对自我进化，我们从复杂系统的理论中得到启示，其核心的思想是自治能力，即子系统可以在不经过中央或者全局控制的情况下实现局部子系统之间的交互，因为这种交互不光带来安全隐患，还使得子系统可能会受限于中央控制器而不容易去单独扩展能力，而这是进化系统的基础。为了解决这个我们，我们从游戏开发界最新的ECS架构得到启示，并结合我们的动态类型系统，实现一个基于类型的局部自治架构，在这样的架构中，子系统只需要声明关注的数据类型，即可以定义与其它子系统之间的交互关系。围绕这些机制，我们还进一步分析了整个系统的进化过程，它遵循生物或自然界中复杂系统进化相似的原理或过程。我们称这部分结构为内在结构，它决定着一个子系统内部怎样去演进和进化。</p><p>在内部结构和外部结构之外的系统中，用户则牢牢掌握着所有的数据权限，并通过数据权限控制着整个程序的运行，包括一个子系统是否可以访问用户的某些数据，以及一个子系统是否可以与其它子系统进行交互，甚至一个子系统即使已经被用户安装到用户的应用环境，它仍然可以通过数据被完全禁止运行。用户对数据的权限被牢牢地集成到系统的虚拟机中，</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="realityis系统架构">RealityIS系统架构<a href="#realityis系统架构" class="hash-link" aria-label="Direct link to RealityIS系统架构" title="Direct link to RealityIS系统架构">​</a></h2><p>对互操作性的改进：</p><ul><li>由调用过程获取结果，变为直接获取其过程，即将被调过程执行的结果存储在一个语义数据，这样就是一个类型或者数据本身包含了互操作性，就简化为数据管理的问题（游戏中的机制）</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="构建一个动态类型系统">构建一个动态类型系统<a href="#构建一个动态类型系统" class="hash-link" aria-label="Direct link to 构建一个动态类型系统" title="Direct link to 构建一个动态类型系统">​</a></h3><p>两个目的：</p><ul><li>类型解析，做依赖分离</li><li>数据和功能分离，通过类型的解析控制，来阻止未授权程序的访问，当然实际不是运行到某个函数时在检查，而是组件可以根据类型信息提前检查出来</li></ul><p>动态授权很重要，如果没有这个控制，只是在Actor之间传递字符串，意味着某个Actor被执行，就无法控制它访问数据。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="建立一个互操作抽象">建立一个互操作抽象<a href="#建立一个互操作抽象" class="hash-link" aria-label="Direct link to 建立一个互操作抽象" title="Direct link to 建立一个互操作抽象">​</a></h3><p>逻辑抽象，不涉及编程语言与编译器开发</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="简化数据获取">简化数据获取<a href="#简化数据获取" class="hash-link" aria-label="Direct link to 简化数据获取" title="Direct link to 简化数据获取">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="简化程序结构">简化程序结构<a href="#简化程序结构" class="hash-link" aria-label="Direct link to 简化程序结构" title="Direct link to 简化程序结构">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="复杂系统由主动到被动自动运行">复杂系统：由主动到被动自动运行<a href="#复杂系统由主动到被动自动运行" class="hash-link" aria-label="Direct link to 复杂系统：由主动到被动自动运行" title="Direct link to 复杂系统：由主动到被动自动运行">​</a></h3><p>局部驱动</p><p>应用由主动执行到被动持续执行，跟用户的主动输入不是同步的，可能是自动执行的，用户怎么感知系统变化状态</p><blockquote><p>应用由主动执行到被动持续执行，跟用户的主动输入不是同步的，可能是自动执行的，用户怎么感知系统变化状态</p><p><a href="https://www.zhihu.com/question/26387327/answer/3158798538" target="_blank" rel="noopener noreferrer">https://www.zhihu.com/question/26387327/answer/3158798538</a></p></blockquote><h3 class="anchor anchorWithStickyNavbar_LWe7" id="非中心化的系统交互">非中心化的系统交互<a href="#非中心化的系统交互" class="hash-link" aria-label="Direct link to 非中心化的系统交互" title="Direct link to 非中心化的系统交互">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="虚拟机-1">虚拟机<a href="#虚拟机-1" class="hash-link" aria-label="Direct link to 虚拟机" title="Direct link to 虚拟机">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="字节码">字节码<a href="#字节码" class="hash-link" aria-label="Direct link to 字节码" title="Direct link to 字节码">​</a></h4><p>本质上结构跟Wasm相似，可以做到很底层，都是函数级的数据，只是函数调转的机制不一样。</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;magic&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;version&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;1.0.0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token comment" style="color:rgb(98, 114, 164)">// VM的版本号，类型的解释方法一般不变</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;inputs&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain">         </span><span class="token comment" style="color:rgb(98, 114, 164)">// 内部Standard格式可能存在和用户版本不兼容，运行时检查</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;User&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;version&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;1.0.0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;String&quot;</span><span class="token plain">，</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;age&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;int&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;standards&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;Car&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;components&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;add_com&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;inputs&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;User&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;output&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain">   </span><span class="token comment" style="color:rgb(98, 114, 164)">// 内部方法</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;outputs&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain">      </span><span class="token comment" style="color:rgb(98, 114, 164)">// 可能存在版本不兼容</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;codes&quot;</span><span class="token plain">&quot; </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">         </span><span class="token comment" style="color:rgb(98, 114, 164)">// 将所有代码放在一起，Component还有其它参数信息影响缓存连贯性</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="inputs">inputs<a href="#inputs" class="hash-link" aria-label="Direct link to inputs" title="Direct link to inputs">​</a></h4><p>将属性定义都拷贝进Agent内部，一是方便Agent编辑，同时考虑到后面Component的参数签名是跟Standard的属性名字绑定的，并没有像传统编译器那样编译为地址，例如：</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;inputs&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;User&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;version&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;1.0.0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;String&quot;</span><span class="token plain">，</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;age&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;int&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>但是运行时检查到版本不一致时，自动做一些转化。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="standard版本兼容">Standard版本兼容<a href="#standard版本兼容" class="hash-link" aria-label="Direct link to Standard版本兼容" title="Direct link to Standard版本兼容">​</a></h5><p>为了避免不断的更新，实行两个策略：</p><ul><li>小版本必须兼容</li><li>大版本必须更新Agent，否则不让运行</li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="小版本兼容">小版本兼容<a href="#小版本兼容" class="hash-link" aria-label="Direct link to 小版本兼容" title="Direct link to 小版本兼容">​</a></h6><ul><li>修改字段名字</li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="大版本更新">大版本更新<a href="#大版本更新" class="hash-link" aria-label="Direct link to 大版本更新" title="Direct link to 大版本更新">​</a></h6><ul><li>增加字段</li><li>删除字段</li><li>修改字段类型 = 删除字段 + 增加字段</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="lua与宿主交互">Lua与宿主交互<a href="#lua与宿主交互" class="hash-link" aria-label="Direct link to Lua与宿主交互" title="Direct link to Lua与宿主交互">​</a></h4><p>类型解耦，</p><p>Python没有Lua那样的动态类型，先支持Lua</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="realityis技术特征">RealityIS技术特征<a href="#realityis技术特征" class="hash-link" aria-label="Direct link to RealityIS技术特征" title="Direct link to RealityIS技术特征">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="执行流程">执行流程<a href="#执行流程" class="hash-link" aria-label="Direct link to 执行流程" title="Direct link to 执行流程">​</a></h3><p>传统几种模式：</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="函数调用关系">函数调用关系<a href="#函数调用关系" class="hash-link" aria-label="Direct link to 函数调用关系" title="Direct link to 函数调用关系">​</a></h4><p>实际上是转化为程序的传统结构</p><ul><li>需要管理函数实例及其地址</li><li>需要关系参数的链接</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="流程顺序">流程顺序<a href="#流程顺序" class="hash-link" aria-label="Direct link to 流程顺序" title="Direct link to 流程顺序">​</a></h4><p>Hodini的方式</p><ul><li>不用管理函数实例</li><li>按类型名字进行获取数据</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="shadegraph">ShadeGraph<a href="#shadegraph" class="hash-link" aria-label="Direct link to ShadeGraph" title="Direct link to ShadeGraph">​</a></h4><ul><li>管理依赖关系</li><li>依赖关系由变量名称确定，即是类型的实例，即是参数的连接，只不过定义了全局参数，而不是从函数的输入输入去连</li></ul><p>变量名字不易于复用</p><div class="language-c++ codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-c++ codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">// Create the graph - it starts out empty</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphCreate(&amp;graph, 0);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// For the purpose of this example, we&#x27;ll create</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// the nodes separately from the dependencies to</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// demonstrate that it can be done in two stages.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// Note that dependencies can also be specified</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// at node creation.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;a, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;b, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;c, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;d, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// Now set up dependencies on each node</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;a, &amp;b, 1);     // A-&gt;B</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;a, &amp;c, 1);     // A-&gt;C</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;b, &amp;d, 1);     // B-&gt;D</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;c, &amp;d, 1);     // C-&gt;D</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><blockquote><p>到目前为止<strong>cuda graph</strong>的依赖需要用户手动设置。当kernel或其他操作输入变量变化时，<strong>cuda graph</strong>需要用户手动更新节点参数。</p><p>当我们面对大量节点与输入参数时，手动来构造<strong>cuda graph</strong>和更新节点就不太现实，于是<strong>muda</strong>自动计算图就应运而生了。</p></blockquote><blockquote><p>在1）部分我们定义了<strong>graph var</strong>，这些<strong>graph var</strong>在<strong>muda</strong> <strong>compute graph</strong>中只表示一种虚拟资源（<strong>muda compute graph</strong> 默认所有的虚拟资源相互之间不产生重叠，即内存不发生overlap）。一般我们会要求图的输入变量为一个viewer（他本身不拥有资源，只是一个资源的访问器，是trivially copyable的），或是一个值类型。如果你知道你在干什么，那么你也可以使用奇技淫巧。</p></blockquote><p>在2）部分，我们定义了<strong>graph nodes</strong>。注意，<strong>graph nodes</strong>的定义顺序会影响<strong>graph nodes</strong>的依赖关系，<strong>graph nodes</strong>的定义顺序应该是所有任务的逻辑顺序，这非常的intuitive！我们的所有串行代码都是这么写的。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="cogine">Cogine<a href="#cogine" class="hash-link" aria-label="Direct link to Cogine" title="Direct link to Cogine">​</a></h4><p>从上述的方案中总结：</p><ul><li>要想简化，都需要全局数据，不管是Houdini中的几何数据，还是ShaderGraph中由变量名字确定的全局数据，这样避免牵涉对函数细节的了解</li><li>流程比实际的函数调用更简单，如Houdini和ShaderGraph</li><li>用户理解流程很重要，相比由输入输出来确定参数不太利于管理和控制，比如你要修改流程就必须去修改变量名字；相同的流程在一个系统中多次执行则要定义不同语义的变量名字</li></ul><p>像ShaderGraph通常是固定的流程，没有Control FLow，即每个流程都会被执行，并且通常能被计算出一个线性的执行顺序使其可以保证其中定义的依赖关系。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性-1">互操作性<a href="#互操作性-1" class="hash-link" aria-label="Direct link to 互操作性" title="Direct link to 互操作性">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="可组合性">可组合性<a href="#可组合性" class="hash-link" aria-label="Direct link to 可组合性" title="Direct link to 可组合性">​</a></h3><p>传统两种组合方式，一种是单纯对象级别的组合，例如Unity的Component，一种是函数式编程中的组合，通过高阶函数</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="个性化">个性化<a href="#个性化" class="hash-link" aria-label="Direct link to 个性化" title="Direct link to 个性化">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="动态性-1">动态性<a href="#动态性-1" class="hash-link" aria-label="Direct link to 动态性" title="Direct link to 动态性">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="分布式">分布式<a href="#分布式" class="hash-link" aria-label="Direct link to 分布式" title="Direct link to 分布式">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="语义化">语义化<a href="#语义化" class="hash-link" aria-label="Direct link to 语义化" title="Direct link to 语义化">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="组件化">组件化<a href="#组件化" class="hash-link" aria-label="Direct link to 组件化" title="Direct link to 组件化">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="被动式">被动式<a href="#被动式" class="hash-link" aria-label="Direct link to 被动式" title="Direct link to 被动式">​</a></h3><p>被通知，持续运行</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="应用">应用<a href="#应用" class="hash-link" aria-label="Direct link to 应用" title="Direct link to 应用">​</a></h2><h2 class="anchor anchorWithStickyNavbar_LWe7" id="挑战">挑战<a href="#挑战" class="hash-link" aria-label="Direct link to 挑战" title="Direct link to 挑战">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="技术挑战">技术挑战<a href="#技术挑战" class="hash-link" aria-label="Direct link to 技术挑战" title="Direct link to 技术挑战">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="动态类型带来的性能问题">动态类型带来的性能问题<a href="#动态类型带来的性能问题" class="hash-link" aria-label="Direct link to 动态类型带来的性能问题" title="Direct link to 动态类型带来的性能问题">​</a></h4><p>改进语言虚拟机，去掉函数栈等控制的机制，仅保留代码执行</p><p>编译为像WASM的字节码，WASM本身就是按函数级定义的，其实我们的机制正是对应这种，只不过函数换成我们的组件</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="程序的持续运行模式">程序的持续运行模式<a href="#程序的持续运行模式" class="hash-link" aria-label="Direct link to 程序的持续运行模式" title="Direct link to 程序的持续运行模式">​</a></h4><h4 class="anchor anchorWithStickyNavbar_LWe7" id="对涌现能力的预测">对涌现能力的预测<a href="#对涌现能力的预测" class="hash-link" aria-label="Direct link to 对涌现能力的预测" title="Direct link to 对涌现能力的预测">​</a></h4><p>类似于游戏测试</p><p>可能很多人的经验和知识在于去控制和发现这种结构，然后筛选出更有价值的结构，这就是进化论里面的选择。</p><p>智能必须依赖于较大的突变和选择，较大的突变必须要有条件能够生产非常多错误的结果。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="用户体验挑战">用户体验挑战<a href="#用户体验挑战" class="hash-link" aria-label="Direct link to 用户体验挑战" title="Direct link to 用户体验挑战">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="用户从功能管理到数据管理">用户从功能管理到数据管理<a href="#用户从功能管理到数据管理" class="hash-link" aria-label="Direct link to 用户从功能管理到数据管理" title="Direct link to 用户从功能管理到数据管理">​</a></h4><p>启示这已经比较普遍，只是管控的是API，但是API代表的就是一种数据的获取，</p><p><img loading="lazy" alt="phone-setting" src="/assets/images/phone-setting-7be5932f5b259dc09827086754bdb118.jpg" width="1170" height="2532" class="img_ev3q"></p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="应用由主动执行到被动持续执行">应用由主动执行到被动持续执行<a href="#应用由主动执行到被动持续执行" class="hash-link" aria-label="Direct link to 应用由主动执行到被动持续执行" title="Direct link to 应用由主动执行到被动持续执行">​</a></h4><p>跟用户的主动输入不是同步的，可能是自动执行的，用户怎么感知系统变化状态</p><p>我们需要被通知，而不是一个我要做什么的数字世界</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="动态的数字世界">动态的数字世界<a href="#动态的数字世界" class="hash-link" aria-label="Direct link to 动态的数字世界" title="Direct link to 动态的数字世界">​</a></h4><p>人天生就是使用观察动态世界的，只是你要给出合适的方式，比如尤其是考虑到屏幕的交互，以及数字世界的信息量远多于现实世界</p><p>例如股票就是这样</p><p>传统的数字世界都是一致的，而且事实证明用户在使用一个新应用的时候，新应用带来的阻碍都很大的，不管是认知、体验、交互等等</p><p>所以需要一致的交互体验，大模型对话式的交互方式可以大大简化传统GUI方面的复杂度和丰富性，比如小程序就是一种类似的体验，虽然应用内容不一样，但是用户使用新的应用的流程比较一致，所以并没有造成太大的阻碍。</p><p>当然用户也不是一直在换，大体说很长一段时间还是稳定的，但是社会发现有新的有价值的应用时传播得会更快。</p><p>少量的比较追踪科技的用户则会更习惯这种能够快速体验到新产品的节奏和感觉。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="展望">展望<a href="#展望" class="hash-link" aria-label="Direct link to 展望" title="Direct link to 展望">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动硬件创新">驱动硬件创新<a href="#驱动硬件创新" class="hash-link" aria-label="Direct link to 驱动硬件创新" title="Direct link to 驱动硬件创新">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动软件架构创新">驱动软件架构创新<a href="#驱动软件架构创新" class="hash-link" aria-label="Direct link to 驱动软件架构创新" title="Direct link to 驱动软件架构创新">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动数字形态创新">驱动数字形态创新<a href="#驱动数字形态创新" class="hash-link" aria-label="Direct link to 驱动数字形态创新" title="Direct link to 驱动数字形态创新">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动操作系统创新">驱动操作系统创新<a href="#驱动操作系统创新" class="hash-link" aria-label="Direct link to 驱动操作系统创新" title="Direct link to 驱动操作系统创新">​</a></h3><h2 class="anchor anchorWithStickyNavbar_LWe7" id="总结">总结<a href="#总结" class="hash-link" aria-label="Direct link to 总结" title="Direct link to 总结">​</a></h2><p>未来可能类型系统和数据集成到操作系统或手机本地的基础设施</p><p>或者一个或多个分布式系统，但总归分布式系统的能力是更强大的，操作系统支持会简化数据的管理</p></article></div><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#摘要" class="table-of-contents__link toc-highlight">摘要</a></li><li><a href="#问题" class="table-of-contents__link toc-highlight">问题</a><ul><li><a href="#去中心化和数据安全" class="table-of-contents__link toc-highlight">去中心化和数据安全</a></li><li><a href="#互操作和用户内容创作" class="table-of-contents__link toc-highlight">互操作和用户内容创作</a></li><li><a href="#多智能体相互协作机制" class="table-of-contents__link toc-highlight">多智能体相互协作机制</a></li></ul></li><li><a href="#相关知识" class="table-of-contents__link toc-highlight">相关知识</a><ul><li><a href="#互操作性" class="table-of-contents__link toc-highlight">互操作性</a></li><li><a href="#面向对象编程模型" class="table-of-contents__link toc-highlight">面向对象编程模型</a></li><li><a href="#虚拟机" class="table-of-contents__link toc-highlight">虚拟机</a></li><li><a href="#基于组合与ecs" class="table-of-contents__link toc-highlight">基于组合与ECS</a></li><li><a href="#隔离与沙盒技术" class="table-of-contents__link toc-highlight">隔离与沙盒技术</a></li><li><a href="#复杂系统" class="table-of-contents__link toc-highlight">复杂系统</a></li></ul></li><li><a href="#realityis架构哲学" class="table-of-contents__link toc-highlight">RealityIS架构哲学</a><ul><li><a href="#建立互操作数据抽象" class="table-of-contents__link toc-highlight">建立互操作数据抽象</a></li><li><a href="#基于复杂系统的计算架构" class="table-of-contents__link toc-highlight">基于复杂系统的计算架构</a></li><li><a href="#外在结构和内在结构" class="table-of-contents__link toc-highlight">外在结构和内在结构</a></li></ul></li><li><a href="#realityis系统架构" class="table-of-contents__link toc-highlight">RealityIS系统架构</a><ul><li><a href="#构建一个动态类型系统" class="table-of-contents__link toc-highlight">构建一个动态类型系统</a></li><li><a href="#建立一个互操作抽象" class="table-of-contents__link toc-highlight">建立一个互操作抽象</a></li><li><a href="#简化数据获取" class="table-of-contents__link toc-highlight">简化数据获取</a></li><li><a href="#简化程序结构" class="table-of-contents__link toc-highlight">简化程序结构</a></li><li><a href="#复杂系统由主动到被动自动运行" class="table-of-contents__link toc-highlight">复杂系统：由主动到被动自动运行</a></li><li><a href="#非中心化的系统交互" class="table-of-contents__link toc-highlight">非中心化的系统交互</a></li><li><a href="#虚拟机-1" class="table-of-contents__link toc-highlight">虚拟机</a></li></ul></li><li><a href="#realityis技术特征" class="table-of-contents__link toc-highlight">RealityIS技术特征</a><ul><li><a href="#执行流程" class="table-of-contents__link toc-highlight">执行流程</a></li><li><a href="#互操作性-1" class="table-of-contents__link toc-highlight">互操作性</a></li><li><a href="#可组合性" class="table-of-contents__link toc-highlight">可组合性</a></li><li><a href="#个性化" class="table-of-contents__link toc-highlight">个性化</a></li><li><a href="#动态性-1" class="table-of-contents__link toc-highlight">动态性</a></li><li><a href="#分布式" class="table-of-contents__link toc-highlight">分布式</a></li><li><a href="#语义化" class="table-of-contents__link toc-highlight">语义化</a></li><li><a href="#组件化" class="table-of-contents__link toc-highlight">组件化</a></li><li><a href="#被动式" class="table-of-contents__link toc-highlight">被动式</a></li></ul></li><li><a href="#应用" class="table-of-contents__link toc-highlight">应用</a></li><li><a href="#挑战" class="table-of-contents__link toc-highlight">挑战</a><ul><li><a href="#技术挑战" class="table-of-contents__link toc-highlight">技术挑战</a></li><li><a href="#用户体验挑战" class="table-of-contents__link toc-highlight">用户体验挑战</a></li></ul></li><li><a href="#展望" class="table-of-contents__link toc-highlight">展望</a><ul><li><a href="#驱动硬件创新" class="table-of-contents__link toc-highlight">驱动硬件创新</a></li><li><a href="#驱动软件架构创新" class="table-of-contents__link toc-highlight">驱动软件架构创新</a></li><li><a href="#驱动数字形态创新" class="table-of-contents__link toc-highlight">驱动数字形态创新</a></li><li><a href="#驱动操作系统创新" class="table-of-contents__link toc-highlight">驱动操作系统创新</a></li></ul></li><li><a href="#总结" class="table-of-contents__link toc-highlight">总结</a></li></ul></div></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" 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c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-community-current,docs-default-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><h1 align="center">一种自我进化的、可互操作的分布式应用系统</h1><br><p align="center">秦春林</p><br><p>Reality World是一个以互操作性为核心目标的分布式系统和架构，它的愿景是构造一个无边的数字世界，使得任何人都可以向这个系统动态添加新的子程序，这些子程序可以和其它子程序任意交互，这个系统可以像生物系统一样自我进化，从而通过复杂系统的机制涌现出更加智能、丰富和个性化的数字世界体验。<br><br></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="摘要">摘要<a href="#摘要" class="hash-link" aria-label="Direct link to 摘要" title="Direct link to 摘要">​</a></h2><p>近年来，随着区块链、元宇宙以及大模型的发展，数字世界的构建逻辑和使用形态都发生了很大变化。然而总体而言，目前并没有比较成熟的专门面向这些新型特征应用的底层架构，甚至还没有形成比较清晰和统一的思路，比如这种架构应该有哪些新的特征、形态以及设计目标。尝试构建这样的一套新的方法体系是非常复杂的，我认为核心的难点在于很难单从软件架构的视角去解决这一问题。比如元宇宙类应用，表面上看我们可以在现有的引擎架构上去构建，然后元宇宙背后的核心逻辑是互操作性，它要求来自不同开发者创建的应用之间能够进行交互，从而提供更动态、多元和个性化的数字化体验，然而互操作性和传统的软件开发逻辑是相悖的。再比如多智能体类应用，最近更多的工作意识到这类应用的逻辑更可能需要很多具有独立功能的小智能体进行相互协作来实现，这种多智能体相互协作的逻辑跟复杂系统的行为是类似的，然而我们当前的编程模式并没有针对这样的思想进行设计。从上面的论述可以看出，未来数字世界的软件构造方法，需要考虑更多的跨领域知识体系。本文正是通过对传统的软件架构方法（如面向对象和函数式编程模型）、编程语言及其编译过程和链接过程、区块链、复杂系统、游戏应用架构等跨领域知识进行系统分析，结合这些新型应用的特征，提出了一套系统的架构体系，它包括清晰的设计原则、目标、方法哲学，以及一个包含核心机制的源代码实现。希望此工作可以对未来数字世界基础架构的设计、研究和开发提供有益的指引。</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="问题">问题<a href="#问题" class="hash-link" aria-label="Direct link to 问题" title="Direct link to 问题">​</a></h2><p>近几年，数字世界的形态发生着巨大的变化，一方面似乎是面对互联网红利的逐渐下降，人们需要新的科技引爆点；但另一方面，这些新的概念也在某种程度上折射出一个信息：那就是我们生活中的数字化还不够彻底，还不够丰富，还没有完全释放它全部的力量。</p><p>例如在Web 3.0的概念中，我们希望我们的隐私和资产能够不被少数中心化的实体所控制；在元宇宙的概念中，我们希望任何人能够进行更自由地创造数字内容，并使我们的数字分身连同我们的很多能力能够在跨域多个虚拟世界中进行互操作，从而提供接近现实世界的数字生活体验；而在大模型应用中，随着大模型对人类任意指令的语义理解，固定的软件逻辑似乎无法应付这种逻辑复杂度，我们希望应用内部能够更智能地协调和调度正确的功能来解决任意的问题，而不是像过去那样提供固定结构和功能的软件。</p><p>所有这些新的需求可能都意味着我们需要新的思维和方法来构建应用，而人们自然是希望基于现有的软件工程体系，能够进行少量的架构设计，来实现上述这些应用的开发。本节我们就来看几个基本的问题，从而理解我们现行的体系在解决这些问题方面会遇到哪些挑战，这些问题的理解也为后面的架构设计提供重要的依据。</p><p>当然，这只是几个典型问题，本文后面的内容还会讨论更多的相关问题。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化和数据安全">去中心化和数据安全<a href="#去中心化和数据安全" class="hash-link" aria-label="Direct link to 去中心化和数据安全" title="Direct link to 去中心化和数据安全">​</a></h3><p>我们现代整个构建软件的方法体系，不管是底层的编程语言及其提供的一些编程模式，如面向对象或函数式编程，还是中间一些帮助构建各种应用的工具，如游戏引擎和各种开发框架，都是基于这样一个前提或假设：即程序拥有所有的权力，程序可以控制和访问一切数据，不管是内存中的数据，还是应用本地持久化存储的数据，还是应用存储到云端的数据。这样做的目的是简化编程模型，这种简化的思想体现在两个层面：</p><ul><li>操作系统为每个应用分配独立的内存空间，因此通过这种简单的内存隔离就可以保证应用的数据安全</li><li>将应用内产生的用户数据的管理交给开发商，由他们负责保证数据的安全</li></ul><p>从上面的机制可以看出，尽管现在各国都应相应的合规法律来保护用户的隐私数据不能被非法上传或使用，但实际在操作层面，很多数据的交互涉及到功能层面，例如需要在云端与来自其它用户的数据进行计算，所以很多数据其实很难界定，因此我们的隐私数据一般只包含部分数据，而还有很多应用执行过程中产生的数据也是对用户而言很重要的。</p><p>由于应用程序对数据的天生的权限，使得软件开发商天然的成为一个中心化的实体，掌控着所有用户的数据。尽管很多时候，这种中心化的管理带来了很多便利和效率，但是对于用户而言损失则是很大的，除了数据被非常使用的风险，还有包括在平台获取合法收益时不透明性，没有话语权，同时出于竞争考虑，一个应用的数据对同一个用户的其它应用通常是无法互操作的，而这种互操作很多时候对用户来说是很有价值的。</p><p><img loading="lazy" alt="programming-model" src="/assets/images/programming-model-46f5640406a1caae8e0ab67c5251807a.svg" width="686" height="211" class="img_ev3q"></p><p>这里面的根本问题，我觉得是这个编程模型的问题，它将程序的功能和程序执行过程中产生的数据关联在一起，彼此无法分开，如上图（a）所示。想想我们现实生活中的经济模式，一个厂商生产了某件商品，用户购买商品之后，除了简单的售后服务关系，用户和厂商之间就没有其它关系，该商品后续生产的物品都有用户自己拥有，用户可以将这些物品用于任意自己的意图。</p><p>所以，为了更好地保护用户的权益，我们需要一种天生能够将软件的数据和功能分开的机制，本文就会提出一种机制，使得开发者使用类似现有的方法进行软件开发，但是其产生的数据确实天生由用户控制的，换句话说，即使是同一个应用产生的数据，用户都可以在后续的操作中禁止该应用对之前产生数据的访问，而且这种控制方式非常简单，如上图（b）所示。</p><p>这种编程模式的改变，会对应用的形态造成非常深刻的影响，它也会带来更多新的技术上的可能性，使得我们可以构建更加复杂丰富的应用。这些特性也正是元宇宙和Web 3.0数字经济的构建所需要的基本特性：它使得互操作变得简单和可能。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作和用户内容创作">互操作和用户内容创作<a href="#互操作和用户内容创作" class="hash-link" aria-label="Direct link to 互操作和用户内容创作" title="Direct link to 互操作和用户内容创作">​</a></h3><p>尽管元宇宙还没有明确的定义和形态，但是它的一些基本特性也慢慢被人们接受，比如虚拟与现实的结合，用户生成内容，去中心化和开放性，以及数字身份，社交和经济系统等等。元宇宙看起来包括了Web 3.0的思想，但是它可能并不寻求所有的数据都保存在区块链上，因为那样在理论上根本无法满足人们的使用体验需求。</p><p>从上面这些特性中，我们可以看出它们对现行的技术体系都会带来很大的挑战。其中关于去中心化和价值交易部分可以由区块链技术来实现，从本文后面也可以看出，互操作性和开放性方面也可以由我们上一节提出的程序架构来实现，然而对于用户创造的程序内容本身，依然存在比较大的挑战。</p><p>真实世界的经济系统的核心，是这个经济系统的大部分参与者都在参与经济生产，通过经济生产创造价值，然后才是交易。想想我们每个人都在上班，创造不同的产品，从事经济生产，然后人们用赚取的工资通过交易来换取其他人生产的有价值的东西，这个系统中的经济价值主要是由所有人一起创造出来的。</p><p>一个繁荣的数字经济系统也不例外，然而我们看现在的数字经济，从事生产活动的人是极少的，根据<a href="https://www.developernation.net/developer-reports/de20" target="_blank" rel="noopener noreferrer">Deverloper Nation</a>网站统计，2021年世界上只有2430万开发者，预计到2030年也只有4500万开发者，这在人类人口数量中不足0.5%，如下图所示：</p><p><img loading="lazy" alt="img" src="/assets/images/programming-number-99509bb159c101481192c8f045ea9d79.jpg" width="1484" height="311" class="img_ev3q"></p><p>尽管在今年大模型在代码生成上表现出极大的潜力，甚至微软CEO Satya Nadella也提出未来可能借助大模型的能力，使得10亿人可以成为开发人员：</p><blockquote><p>“I mean, there can be a billion developers. In fact, the world needs a billion developers… So the idea that this is actually a democratizing tool to make access to new technology and access to new knowledge easier, so that the ramp-up on the learning curve is easier.”</p></blockquote><p>然而随着大模型在辅助代码编程方面的使用，例如Github Copilot，我们也逐渐意识到大模型虽然能够在一定程度上提升开发效率，但是它对专业人员的要求依然很高，换句话说，依然只有比较专业的开发人员才可以更好地使用它。这还只是考虑它在局部代码模块，例如单个函数级的代码生成，还不包括更复杂的程序结构和上下文逻辑管理。实际上如今的大模型在理论上主要以预测前后相关的线性序列来实现内容生成，这种理论在针对程序结构这种非线性、组合式的复杂任务上似乎存在一定的理论限制，如 <a href="https://arxiv.org/abs/2305.18654" target="_blank" rel="noopener noreferrer">Faith and Fate:Limits of Transformers on Compositionality</a> 这篇研究工作指出。</p><p>除了编程语言本身，元宇宙类的应用还要求更多的动态性，以及更重要的是在一个宿主程序中安全运行第三方子程序的能力，这会带来非常大的安全性挑战，尽管我们现在有一些如Web Assembly等包含的沙盒技术可以在理论上实现这些机制，但是在根据层面还没有比较简易可靠的框架可以使用，因为这种框架还需要协调应用程序本身的构造和运行机制。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="多智能体相互协作机制">多智能体相互协作机制<a href="#多智能体相互协作机制" class="hash-link" aria-label="Direct link to 多智能体相互协作机制" title="Direct link to 多智能体相互协作机制">​</a></h3><p>多智能体（Multi-Agents）是AI领域现在比较热门的一个方向。大模型对于自然语言的理解和对话能力，使得一些借助大模型内部的知识来完成推理和规划的Agent应用广受关注，例如AutoGPT、Generative Agents、BabyAGI等等。然而人们实际在开发中，也由于逐渐受限于大模型的能力，使得单纯简单依靠大模型来推理的Agent会比较难以落地，实际的Agent开发往往还是要涉及大量的逻辑开发，当然其中的逻辑交互主要涉及的是自然语言，也正是受限于大模型在自然语言理解方面的鲁棒性，实际的开发都是需要设置大量精巧的提示词工程才能达到比较好的性能。</p><p>不管是受限于单一Agent在记忆管理方面的不可靠性，还是由于越来越复杂的交互逻辑使得Agent开发和管理的复杂度逐渐增加，越来越多的工作将焦点转移到了多智能体系统上，即通过在一个共享的环境中让多个具有不同决策能力的Agent共同协作来完成一些指定的事情。尽管我们可以使用传统的方法来开发这类多智能体系统，例如基于LangChain，然而实际上多智能体协作机制有一些新的技术特征。</p><p>多智能体主要的技术特征是动态性，由于Agent的数量极多，成百甚至上千，那么这类系统要具备动态的能力，能够动态添加或移除一些Agent，同时具有较好的容错性，其中的某些Agent出现运行错误时，系统可能缺乏某些方面的能力，但是不影响其它能力的正常运行，在这些出现运行错误的Agent恢复运行后整个系统能够动态容纳该能力。</p><p>这看起来像是Actor模型尝试解决的问题，<a href="https://www.erlang.org/" target="_blank" rel="noopener noreferrer">Erlang</a> 是Actor模型比较有知名度的代表，如果我们把一个Agent比作一个线程或者Actor，那么Actor模型的工作机制似乎就可以实现多智能体交互的需求。开源项目 <a href="https://github.com/ThousandBirdsInc/chidori" target="_blank" rel="noopener noreferrer">Chidori</a> 也正是基于该理念的一个多智能体开源项目。在这类架构中，单个Agent会订阅某类信息，然后系统会维护这类信息的分发，使得一旦有Agent发出了某类信息，订阅该信息的Agent就会得到响应，信息本身充当了交互的接口和机制。</p><p>相对于多智能体的需求，这类架构还存在着两点不足：</p><ul><li><strong>缺乏数据互操作的机制或Agent之间通信的协议</strong>，每个Agent之间主要是通过字符串进行通信，这样保证Agent和Agent之间的功能解耦。然而这样的隐式协议通常不便于Agent之间的协作，特别是来自不同的开发者之间的Agent，它们在通信格式上没有显式的保障机制。此外，Agent相较于一个Actor算是一个比较大的线程，内部本身还包括很复杂的逻辑，也就意味着Agent内部可能还包括着大量需要获取用户数据的逻辑，这其中有些数据是来自其它程序的定义，这也需要互操作性的支持。</li><li><strong>缺乏开发这类应用系统的方法论</strong>。多智能体协作类似于一种复杂系统，复杂系统的一个典型特征是它的行为或功能是不可预期的，它们是靠很多逻辑简单的子系统相互作用涌现出现的，这就意味着我们不光是需要开发这种系统的工具，还需要一套系统的方法论来帮助我们测试或预测系统的功能行为，使之符合用户的预期，否则复杂系统在大部分情况下可能会表现出未知的行为。</li></ul><p>第一个问题也是传统简单的Actor模型在复杂项目中会遇到的问题，传统的Actor模型一般有两个假设：一是Actor足够小，甚至几乎就是一个函数；二是Actor函数功能本身类似纯函数，这样它内部就没有状态，整个问题就简化了很多。这种模型针对那种只是业务量多、但是业务之间相对独立的业务场景是比较合适的，例如Erlang本身针对的电信业务场景，以及Web服务类应用。但是针对更一般的业务场景，业务之间都穿插着大量的数据交互，这种交互没有比较简单的规则，所以我们传统的程序开发，最复杂的部分，也许就是这种数据管理的复杂性：每个业务函数本身的逻辑可能是比较清晰的，但是为了执行这个函数以及为了知道什么时候需要执行这个函数，我们需要从整个程序到处去寻找条件，例如来自各个地方的上下文数据，和各个逻辑的前置条件，这通常没有一个简单的解决方案，这可能也是编程学习门槛中相对编程语言语法本身更复杂的部分。</p><p>在后面的介绍中，我们将通过类型系统以及对应的互操作机制，来解决这个问题。同时也会通过更深刻地洞察和借鉴复杂系统的一些思路来解决第二个问题。</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="相关知识">相关知识<a href="#相关知识" class="hash-link" aria-label="Direct link to 相关知识" title="Direct link to 相关知识">​</a></h2><p>本节我们会简单介绍一些零碎的已有相关知识，当然这里仅介绍它们的一些基本概念和思路，其目的是为了理解其中的思想，从而更好地理解我们的架构怎样去采用这些思想，又做出了什么调整，为什么要做出这样的调整，以及做出了这些调整之后带来了什么新的变化。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性">互操作性<a href="#互操作性" class="hash-link" aria-label="Direct link to 互操作性" title="Direct link to 互操作性">​</a></h3><p>互操作性的 <a href="https://en.wikipedia.org/wiki/Interoperability" target="_blank" rel="noopener noreferrer">定义</a> 如下：</p><blockquote><p><strong>Interoperability</strong> is a characteristic of a product or system to work with other products or systems.</p></blockquote><p>由定义可以看出，互操作的本意在程序的环境下就是函数调用的能力，但互操作性大多是指两个相对比较隔离或者不同语言的系统之间的函数调用，内部的函数或编译到程序内部的第三方函数调用则不需要强调它的互操作性意义。例如宿主程序与动态脚本程序之间的互操作，例如C++与C或者Rust与C之间的互操作，甚至一个虚拟机支持的多个语言编程的程序之间的调用或通信。在这类情况下，被调函数的类型是无法被编码到程序中的，这通常需要程序内部实现一个对应的内部类型，然后相互之间通过某种格式的字符串来传递信息。所以互操作通常是和标准相关的：</p><blockquote><p>If two or more systems use common data formats and communication protocolsand are capable of communicating with each other, they exhibit<em>syntactic interoperability</em>. XML and SQL are examples of common data formats and protocols.</p></blockquote><p>传统的软件世界通过一些标准来建立互操作的基础，例如HTML、XML、SQL、USD等等，比如Nvidia就基于USD构建了Omniverse，由于其对USD格式的良好支持，使得其可以兼容大部分的内容制作工具，就构建起一个以Omniverse为中心的内容和应用生态。</p><p>Tim在2019年的演讲<a href="https://dl.acm.org/doi/10.1145/3306307.3339844" target="_blank" rel="noopener noreferrer">《Foundational principles &amp; technologies for the metaverse》</a>中大量提到了标准，为了实现多个独立应用程序之间的协作，那么必然要建立大量的标准，有了这些标准，互操作就变得简单，例如《堡垒之夜》现在的Creative模式实际上已经有了很多标准，比如一个物体怎么摆放在环境中，并可以被其他玩家交互，这都是可以由Device来定义的，这实际上就是一种形式的标准或者接口，只要遵循这些标准，则可以很轻易的与其他的环境进行交互。</p><p>然而这种基于文本标准的方式仍然有一些缺陷，例如其数量是非常少的，通常必须等一个组织对一个标准有一定影响力之后才能形成实时上的标准，被更多的三方兼容和支持。想想现实世界，各个实体之间的交互和联系几乎是无所不在的，例如一个人在路边新开了一家饭店，路过的人随时可以进去吃饭，不会说还要先接一下饭店定义的一个接口。而程序是必须有严格的逻辑的，比如保证地址、参数和接口的一致性才能进行互操作，这给软件世界的互操作带来了一定的困难。我们应用程序开发的流程通常都是先定义内部数据结构，实现软件功能之后，再以一定的形式封装一些接口，并以某种方式公布出来，由感兴趣的三方去集成。然而实际上有大量的软件开发者是没有精力或者能力去提供这些接口的。想象一个场景：开发者A开发了某个应用给用户新增了一种新的健康类的数据信息，这个数据本来是属于用户的，这个时候用户想要用这个数据来实现另一个事情，TA想自己或者说让其他开发者B帮助开发一个应用来使用这些数据，这种情况下通常是做不到的，因为开发者A可能并没有太多动力去提供这个接口，因为TA可能要耗费很大的精力，除非平台提供一些这种非常便利的机制使得TA可以很轻易地暴露出来。</p><p>其实更深刻一点理解，互操作问题其实是一个软件碎片化的问题。传统的软件开发都是先开发内部数据结构和数据存储，然后在必要的时候再把API包装使用某种形式的标准包装成外部接口，这样就造成碎片化，因为即使是针对同样的一类逻辑和数据，不同的应用程序或服务往往会定义不同的数据结构或处理逻辑，这就形成API的碎片化，使得相互之间非常难以协作。试想你可以在两个应用之间协商修改各自的API接口及定义，这是一对一的关系，或者说像支付宝这种平台性质的接口也是容易定义，这是一对多的关系，一对多的关系发展显然是缓慢的，必须让这个“一”有机会且需要时间发展壮大。如果我们希望一种更加高效，更加丰富的协作机制，那么显然我们需要多对多机制，这里面就要求我们对软件开发流程做一些调整。</p><p><img loading="lazy" alt="img" src="/assets/images/usd-1109031da5c391a7ac8194a67e234d38.png" width="1954" height="864" class="img_ev3q"></p><p>要想实现这种机制，其实现有的很多技术可以给予很多启示。我们先看USD格式，尽管从表面看USD跟其他的标准类似只是一种数据格式或协议，但实际上它远远不止如此，它还是一种非常易于扩展的格式，它提供了一种plugin的机制使得开发者可以对格式做很多定制和增强功能，并且可以通过一个Schema定义来生成自己定义格式的解析代码，然后通过Plugin来调用自定义的格式解析和代码。这就好比它帮助你编写了文本格式的编解码，尽管看起来不过如此，看起来只是一种模板化的代码生成机制，但是当这种解析代码能够与逻辑高度融为一体的时候，事情的本质发生了一些变化，试想使用USD你的流程是这样：首先针对一种特定数据自定义一个Schema，然后调用USD的API帮助我们生成相关的解析代码，如果这段解析代码能够以某种机制被其他开发者拿到，那么TA的程序就能够轻松解析我们的API。当然如果你修改了Schema，仍然需要对方进行同步，但是这种流程本质上改变了我们的思路：过去我们是先定义内部做法，再与外界沟通，这就容易带来一些复杂度和碎片化；现在是我们先想着自己就是基于一种标准在开发，然后需要的时候就能够很方便地暴露出去，这里USD充当了一种协调的机制并为这种协调的机制提供了一些辅助功能。苹果的usdz格式以及英伟达的MDL都是基于USD的这种扩展能力来实现自定义的资源格式。</p><p>API碎片化的第二个例子是LLVM，本质上LLVM在编译器领域的创新主要做的是模块化，早期的编译器开发，各个前端都要分别集成各个后端，编译器开发的复杂度非常高，这里面其实就是多对多的问题，看似很简单，每个前端与每个后端分别调一调，但随之代码的管理和维护成本是很高的，有时候某些内部设计不一致就会导致大量的重复，这就是碎片化问题。由内而外的设计总是不可避免会导致碎片化，碎片化带来软件复杂度，管理和研发成本。当LLVM提供了一个统一的低层IR表述之后，编译器的复杂度大大降低，比如现在能够很轻易地开发一些DSL语言，因为你完全不需要操心后端，只需要把你的代码生成LLVM IR即可。</p><p>当然LLVM并没有提供类似USD那种生成格式的机制，那是因为LLVM只有一种IR，所以写成一种固定的格式即可，过去的编译流程基本上都比较简单、固定。但是随着现代深度学习编译器的进展，由于深度学习有着相对比较特定的数据表述，各个公司内部都有开发一些特定的编译流程，它是比一般的LLVM IR更上层的抽象，所以我们对多层级IR表述又有了需求，于是在LLVM的基础上又发展出MLIR，它允许开发者社区能够自定义IR。然而与USD的Schema非常相似的地方是，MLIR为了避免碎片化，使不同开发者自定义的IR之间能够更轻易的协作，它也提供了一种类似的代码生成机制，在MLIR中称为Dialect ，例如如下的Dialect定义：</p><div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">def Toy_Dialect : Dialect {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let summary = &quot;Toy IR Dialect&quot;; let description = [{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    This is a much longer description of the</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    Toy dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    ...</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}];</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  // The namespace of our dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let name = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// The C++ namespace that the dialect class // definition resides in.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let cppNamespace = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>生成的C++代码如下：</p><div class="language-cpp codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-cpp codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ToyDialect</span><span class="token plain"> </span><span class="token operator">:</span><span class="token plain"> </span><span class="token base-clause keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token base-clause"> mlir</span><span class="token base-clause double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token base-clause class-name">Dialect</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token operator">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">ToyDialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">MLIRContext </span><span class="token operator">*</span><span class="token plain">context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token operator">:</span><span class="token plain"> mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token function" style="color:rgb(80, 250, 123)">Dialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">TypeID</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token generic-function function" style="color:rgb(80, 250, 123)">get</span><span class="token generic-function generic class-name operator">&lt;</span><span class="token generic-function generic class-name">ToyDialect</span><span class="token generic-function generic class-name operator">&gt;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">static</span><span class="token plain"> llvm</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">StringRef </span><span class="token function" style="color:rgb(80, 250, 123)">getDialectNamespace</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">void</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样多种IR就可以能够被轻易组合使用，你可以选择社区各种丰富的模块进行组合，来生成特定的编译流程，所以MLIR又称作“生成编译器的编译器”。实际上，碎片化在工业界是一个很大的问题，每家公司在开发自己的软件的时候不会考虑那么多，觉得我只要投入研发资源把自己软件做好就行，但是真正在用户侧使用的时候，TA可能需要多个软件是可以相互协作的，甚至你的用户可能就是开发者，这个开发者可能希望不同的软件可以被更高效的集成和管理。LLVM的作者Chris Lattner最新的创业公司Modular实际上核心就是解决这个问题，他的新编程语言Mojo，除了一些语法层面的传统一点的东西，很多核心能力都是来源于底层的MLIR，其中MLIR跟Mojo有更深度的整合，使得Mojo具有很强的元编程能力。Modular的最核心的逻辑其实跟当年的LLVM类似，解决碎片化问题，当然Modular有很多现在软件的运营思路可能会形成更好的平台和生态，因此它是一家商业公司，不仅仅是一个开源项目。</p><p>上述的软件架构都为解决应用之间互操作及其碎片化提供了很好的思想，然而为了更好的软件协作，这些机制还不够。上述的软件都是比较偏底层的基础软件，而不是面向上层用户侧的，因此不需要考虑很多其他问题，比如性能和格式的进化。当进入到一个更上层的消费端应用，首先上述的方式在不同的模块之间交换的都是文本数据，如果你让一个实时的游戏内部的每一次互操作都需要编解码文本，这显然是会影响性能的；此外，应用层的需求更容易变化，即使平台提供了一种生成统一格式解析的代码及其发现的机制，但是怎么应对这些格式的更频繁地变化呢？为此，RealityIS在这些方面做出了一些创新尝试。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向对象编程模型">面向对象编程模型<a href="#面向对象编程模型" class="hash-link" aria-label="Direct link to 面向对象编程模型" title="Direct link to 面向对象编程模型">​</a></h3><p>我们现代的项目开发使用的编程语言，或多或少大部分是和面向对象相关的，尽管看起来面向对象的本质是让我们更好地封装各自比较独立的逻辑，使大规模软件组织起来更加轻松：你不需要关心其他对象的内部逻辑就可以轻易地和它们一起组合起来协作。</p><p>然而实际上并不是这样，大部分面向对象编程语言会让人（特别是初学者）误以为编程就应该这样，它是在模拟真实世界的运行机制。那为什么这么完美的模型却没有产生这么完美的体验呢？直到最近一年多对面向对象的更多理解（特别是Erlang）才体会到其中一些问题。</p><p>Erlang之父Joe Armstrong在一次采访中（<a href="https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/" target="_blank" rel="noopener noreferrer">Ralph Johnson, Joe Armstrong on the State of OOP</a> ）讲到：</p><blockquote><p>Alan Kay himself wrote this famous thing and said <strong>&quot;The notion of object oriented programming is completely</strong> <a href="https://www.zhihu.com/search?q=misunderstood&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">misunderstood</a><strong>. It&#x27;s not about objects and classes, it&#x27;s all about messages</strong>&quot;. He wrote that and he said that the initial <a href="https://www.zhihu.com/search?q=reaction&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">reaction</a> to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.</p></blockquote><p>Alan Kay认为OOP的核心是关于消息，但是这样说其实我个人觉得并不太好理解到本质，因为消息更像是OOP这种设计下的一种机制或结果，而不是OOP本身的定义。我觉得OOP的本质应该是隔离，只有做到真正的隔离，才能真正降低系统的复杂度，因为绝对的隔离使得你完全不需要也不能了解另一个物体内部的运作，你们只需要通过一些外在的属性进行交互，我们的开发也仅需要了解这些简单的外在属性。现代大部分编程语言更强调的是object和class，认为对象的核心是关于封装，这本身也没有错，封装的目的也一定是为了让别人不需要关注你的内部细节，但问题在于，很多面向对象编程语言忽略了隔离的意义，为了方便程序员更灵活直接地获取数据和方法，提供一些机制，使得一个对象可以很轻易地访问到另一个对象内部的、跟其内部运作相关的数据或方法，这些原本是需要绝对隔离的。这种设计就使得隔离失去了意义，尽管我们可以指定规范要求自己以对象为单位进行绝对隔离，但是大部分情况下，我们很难做到一个很好的设计，最后的结果是程序内部对象之间相互耦合太多，不管是管理、维护、理解起来都是花费很大的精力。</p><p>Erlang就采用了一种不同的机制，它从语言体系上就不允许对象之间能够直接访问内部数据或方法，每个函数都分配为独立的线程，线程之间只能通过消息进行传递和联系，这样程序员就很难写出耦合比较深的代码，同时这种隔离对并行计算和分布式也带来了好处。所以Joe Armstrong说，根据Alan Kay的描述，Erlang可能是唯一真正面向对象的编程语言：</p><blockquote><p>Erlang has got all these things. It&#x27;s got isolation, it&#x27;s got polymorphism and it&#x27;s got pure messaging. From that point of view, we might say it&#x27;s the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are about</p></blockquote><p>再回过来看面向对象的核心为什么是隔离，是因为真正的隔离机制才能保证避免耦合，才能降低软件复杂度，因为一个大型的软件系统有无数的对象，如果对象之间存在耦合的可能，那维护起来将是非常不容易的。而当你只提供了强隔离的机制，不让程序员能够很方便地获取另一个对象的引用，剩下的结果就是对象之间只能通过消息通信了，这就是Erlang的整个架构设计，这也是为什么Erlang是真正的面向对象编程语言。也因此，消息更像是隔离机制带来的结果。</p><p>就像现实世界一样，微观的每个原子内部都有自己特定的结构，原子之间相互作用形成分子，进一步形成宏观物体，宏观物体通过内部分子结构形成特定的外在属性，但是其他物体与之交互从来不需要了解其中的内部结构，这就是面向对象的美好世界，然而传统的面向对象编程模式则为了便利为一个对象访问另一个对象的内部结构开了一个口子，这个口子不仅破坏了面向对象的编程思想和精髓，也失去了其带来的好处。</p><p>尽管Erlang看起来是一种完美的架构，然而消息通信是一种操作起来不太便利的方式，比如为了进一步解耦它通常是传递字符串消息，字符串需要编解码，带来了性能问题；而另一方面消息编程模型通常是异步的，使得对逻辑的流程管理失去了控制力。RealityIS在这两个方面都做了一些创新尝试，使得开发者既可以像传统的局部变量一样去方面其它对象的数据，又可以像Erlang一样拥有绝对的隔离，这种隔离带来编程复杂度上的减少，降低编程门槛。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="虚拟机">虚拟机<a href="#虚拟机" class="hash-link" aria-label="Direct link to 虚拟机" title="Direct link to 虚拟机">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="基于组合与ecs">基于组合与ECS<a href="#基于组合与ecs" class="hash-link" aria-label="Direct link to 基于组合与ECS" title="Direct link to 基于组合与ECS">​</a></h3><p>例如游戏就是一个这样的例子，尽管仍然有基于传统的面向对象编程模型来开发的游戏程序，但是大部分的游戏框架或架构或多或少都是基于组件的，因为游戏的逻辑非常复杂，没有比较线性的流程，类似于复杂系统，系统跟系统之间存在非常复杂无序的相关性。游戏中的组件某种程度上类似一个Actor，它们都尝试把子系统的逻辑都尽量封装在内部，不同的是，由于组件之间的交互复杂度非常高，例如一个组件的输入消息会来自多个其它组件，而不是像简单的Actor模型只是一对一的通信，因此游戏程序的执行逻辑是按组件进行排序，每个组件有个语义上的顺序，这样的机制保证只要顺序安排得当，就不用去处理复杂的依赖顺序问题，而且当每个组件被执行时，它需要的数据总是能够得到满足。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="隔离与沙盒技术">隔离与沙盒技术<a href="#隔离与沙盒技术" class="hash-link" aria-label="Direct link to 隔离与沙盒技术" title="Direct link to 隔离与沙盒技术">​</a></h3><p>现在整个编程语言以及编译的体系架构，都是基于一个假设，即整个应用程序的所有源代码都被编译为一个单一的应用程序，这也即是编译和构造一个应用程序的主体可以认为是只有一个主体，即开发者，不管你背后是一个大团队或者大公司，最终编译发布应用程序的是一个特定的个人、部门或者组织。这样说有什么意思，这就意味着，整个应用程序的安全性由这个单独的主体负责，你需要解决软件的bug，检查所有可能的安全漏洞等等，保证软件最终运行是可靠的。而对于编程语言来讲，它不对软件的安全做任何假设：理论上，只要你拥有源代码，你就可以几乎访问整个应用程序内存中的数据，所以你必须确保你程序中的所有逻辑行为是正常的。如果所有代码都是由你自己公司的程序员编写的，这当然是天经地义的事情，如果你使用了第三方的开源代码或者闭源的二进制库，你必须由你自己去确保这些第三方的代码不会破坏你的软件运行。</p><p>这样天生就将每一个软件当作一个封闭、独立的环境，操作系统的内存分配和管理系统保证你的内存不会被其他进程的程序非法访问，这样软件就可以安全地运行，当然即使如此，你的程序当中涉及对外部数据读取的部分仍然可能导致内存安全问题。然而这种隔离是与我们现实世界的运行方式完全相反的，现实世界整个体系是基于协作和分工来实现文明发展的，计算机本来具有更强大的逻辑体系，然而实际上我们并没有在软件世界建立起比较简单地分工与协作机制。</p><p>现代软件变得越来越复杂，这种复杂的体系结构本来就希望能够借助更多的协作与分工的精神和思想来实现更大的复杂度和功能，这种协作的第一个要求是让未受信任的第三方代码可以在你的内存环境中执行代码。这也是《堡垒之夜》面临的第一个问题。按照现代编程语言的一些思路，一个源代码能够在一个内存环境中被执行，那表示其对应的主体知道和负责其中的安全问题，编程语言本身没有太多机制来解决这个问题。这又分为两种情况：静态语言和动态解释性脚本语言。对于动态而言而言，如lua，它们通常不能直接访问内存，开发者所能操作的都是封装在一定类型和对象中，现代大多数编程语言都按照类型进行寻址，也即是类型系统本身基本上可以保证程序的安全，如果你的源代码不知道一个对象的地址，你就不可能访问到它。然而实际现在大多数编程语言都提供静态变量或者全局常量之类的方式，这种方式使得内存环境中的其他代码可以获取到这些共享信息，从而对软件进行破坏。为了避免这种问题，Roblox就对Lua进行了改造，叫做Luau，比如通过禁止全局变量，以及禁止一些能够访问全局变量的库函数等等机制来实现一种沙盒安全，这样第三方开发者开发的代码就可以放心地在Roblox app中运行。</p><p>如果第三方未受信任代码是二进制的机器码，这个问题就更严重了，因为机器码是可以访问内存地址和寄存器的，那可以造成的破坏是无法想象的。然而人们仍然希望能够实现类似分工协作的方式，这方面最具有代表性的例子就是浏览器，浏览器是一个非常复杂的软件，现代浏览器往往都可以支持第三方二进制的插件，来提供一些更高性能的增强功能，例如浏览器的字体渲染往往都是使用第三方字体渲染库。为了解决这种由于未受信任二进制代码导致的安全问题，人们提出一些软件隔离（software-based fault isolation，SFI）技术，相对应操作系统或硬件的内存隔离，SFI是用于构建包含未信任组件的安全系统的一种轻量级方法，能够用于减少由于内存安全bug导致的攻击，SFI通过严格将第三方未信任软件限制在自己的沙盒内存区域，来隔离这种内存安全导致的破坏。用例包括浏览器使用SFI来扩展第三方组件，例如经典的Native Client SFI syetem（NaCI）使用SFI来扩展第三方c库，使得浏览器可以使用如第三方的字体，音频，XML解析等库；在边缘计算节点与第三方未信任客户环境进行联合计算等等。</p><p>NaCI存在较大的运行时性能，因为它的机制一般对第三方代码不做太多要求，假设其按照一般的方法进行开发，然后仅仅在调用这些方法的时候为其分配独立的内存区域进行隔离，它基本上是用软件模拟操作系统的内存隔离机制，比如每次切换都需要保存大量的状态和寄存器地址等等。为了减少这种隔离导致的代价，Web Assembly就使用另一个思路，由于Web Assembly程序都会编译为Wasm文件，由Wasm虚拟机解释执行，而不是底层的二进制代码，所以Web Assembly有机会对程序进行一定的分析，通过基于Control-Flow Integrity (CFI)技术，Web Assembly的编译器可以检查出程序中哪些代码可能会对这种沙盒环境造成破坏，从而禁止这样的代码生成合法的Wasm程序，因此也就实现了沙盒安全。但是由于这种检查是在编译期，并对第三方程序的构造过程有一定的要求，因此在实际执行的时候就可以避免在这种隔离安全的保护机制上花费过多的开销。</p><p>Web Assembly之所以是一种未来非常有潜力的技术，不仅仅得益于对Web的友好，接近机器码的字节码，多语言支持等等，这种沙盒技术也是很大的一个技术点。在Web Assembly之前还没有一种技术可以很好地普及和运用沙盒技术，例如JVM上有一些方案，但大多有些性能问题，或者不能完全保证安全，或者方案比较重。Web Assembly这种优秀的沙盒技术使得沙盒模式在以后的软件构造中可能被大规模使用，也就会实现更多的软件协作与分工，事实上比如现在对未受信任多应用环境要求比较高的环境如区块链就大多转型Web Assembly，而如Docker和Severless这种对虚拟环境要求比较高的环境也在逐步转向Web Assembly。</p><p>尽管Web Assembly的隔离技术非常优异，但是它并没有改变程序本身的构造方式，即如果你的代码本身就不含破坏别人的恶意代码，那么其实你的开发过程与过去的方式并没有什么区别。而RealityIS希望简化编程的开发，如本文后面编程方面的内容，我们还希望对编程的体系做出一些调整。因此我们会把各种问题放到一起考虑，而不是单纯一个一个地解决问题。例如软件的可组合性、模块化、编程复杂度的降低、互操作等等。</p><p>如后面的内容所知，我们还对应用程序的构造方法进行了调整，而不是仅仅把程序当作一个黑盒子来进行统一的隔离，例如传统的隔离技术大都是基于比较底层的编译惯例，如方法调用（Calling Convention）来设计隔离机制，这样使得不需要对用户的开发过程造成太大的影响。在Reality Create中，我们的每个组件的很多行为和构造过程是由运行时自动推导进行的，因此我们本身已经对用户的开发过程有一定的影响，这同时也意味着我们对程序的结构有着更多信息，因此我们可以在更上层的地方实现一些隔离机制，同时由于上层的机构包含对程序的更多的信息，因此会带来一些新的灵活性和能力。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="复杂系统">复杂系统<a href="#复杂系统" class="hash-link" aria-label="Direct link to 复杂系统" title="Direct link to 复杂系统">​</a></h3><p>从两个方面理解，内在结构和外在特征，内在结构通常在工业设计方面有很多实践。外在特征则更偏理论。</p><blockquote><p>A complex system is a system composed of many components which may interact with each other. Examples of complex systems are Earth&#x27;s global climate, organisms, the human brain, infrastructure such as power grid, transportation or communication systems, complex software and electronic systems, social and economic organizations (like cities), an ecosystem, a living cell, and ultimately the entire universe.</p></blockquote><p>Complex systems are <a href="https://en.wikipedia.org/wiki/System" target="_blank" rel="noopener noreferrer">systems</a> whose behavior is intrinsically difficult to model due to the dependencies, competitions, relationships, or other types of interactions between their parts or between a given system and its environment. Systems that are &quot;<a href="https://en.wikipedia.org/wiki/Complexity" target="_blank" rel="noopener noreferrer">complex</a>&quot; have distinct properties that arise from these relationships, such as <a href="https://en.wikipedia.org/wiki/Nonlinear_system" target="_blank" rel="noopener noreferrer">nonlinearity</a>, <a href="https://en.wikipedia.org/wiki/Emergence" target="_blank" rel="noopener noreferrer">emergence</a>, <a href="https://en.wikipedia.org/wiki/Spontaneous_order" target="_blank" rel="noopener noreferrer">spontaneous order</a>, <a href="https://en.wikipedia.org/wiki/Complex_adaptive_system" target="_blank" rel="noopener noreferrer">adaptation</a>, and <a href="https://en.wikipedia.org/wiki/Feedback" target="_blank" rel="noopener noreferrer">feedback loops</a>, among others. Because such systems appear in a wide variety of fields, the commonalities among them have become the topic of their independent area of research. In many cases, it is useful to represent such a system as a network where the nodes represent the components and links to their interactions.</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="realityis架构哲学">RealityIS架构哲学<a href="#realityis架构哲学" class="hash-link" aria-label="Direct link to RealityIS架构哲学" title="Direct link to RealityIS架构哲学">​</a></h2><p>RealityIS的整个架构设计经历了整整一年多的时间，可以参看另一篇文档记录了整个思考过程。整个过程其实是一个非常复杂的思考过程，一开始只有部分残缺的思想，不断在细节和总体之间不断来回切换，慢慢构筑起更完整的体系（我会用一篇博文介绍整个思考的过程）。所以当回来再来看整个架构时，我们必须要形成清晰而简洁的方法论甚至哲学思想。这不仅有助于后来者更好地理解它，而不需要陷入很多细节，同时这也尤其是这样一个面向未来的技术架构具有学习和研究价值的地方。</p><p>定义：</p><p><strong>RealityIS是一个以互操作性为核心目标的分布式系统和架构，它的愿景是构造一个无边的数字世界，使得任何人都可以向这个系统动态添加新的子程序，这些子程序可以和其它子程序任意交互，这个系统可以像生物系统一样自我进化，从而通过复杂系统的机制涌现出更加智能、丰富和个性化的数字世界体验</strong>。</p><p>RealityIS通过以下两种理论依据来构筑上述的目标，也即是它的架构哲学：</p><ul><li><strong>它是区块链去中心化思想的一般化，它将区块链的数字类型延升为通用数据类型，然后通过动态类型系统使得所有虚拟机和程序都可以访问用户任意数据，最后通过数据与功能分离使得这种访问能够被用户授权精确控制</strong>。</li><li><strong>它以复杂系统为理论基础来构筑整个计算框架，用户开发的程序以小粒度的组件为单位，组件之间的交互不需要全局的中央控制，而是通过类型系统实现局部的自动交互，系统内的组件可以任意动态组合</strong>。</li></ul><p>在上述的哲学思想中，去中心化的思想定义了外在结构，而复杂系统的理论定义了内在结构，我们将在后面的内容中详细分析。</p><p>从前面的定义可以看出RealityIS的两个主要目标是：</p><ul><li>互操作性</li><li>自我进化</li></ul><p>这两个目标的目标则是为了进一步实现更彻底更丰富的数字化，使之真正成为一种人人参与的数字经济。这两个目标也是RealityIS能够区分过去的各种软件或分布式系统，完全的互操作性是数字经济的基础，有了这个基础，更多的数字内容才可以更好地协作，从而产生经济行为。而自我进化则意味着，当我们由现在这种固定功能的软件走向更加动态、丰富的数字世界，这种复杂的交互必须要涌现出新的更高的数字智能，这种智能要超过传统单一软件的功能。</p><p>为了实现这两个目标，我们以区块链和复杂系统两个比较完善的理念作为理论基础。尽管区块链并不是专为互操作性而设计的，但从下一节的分析可以看出，我们可以从区块链的一些思想中延升出一种一般化的互操作思想，同时又兼具去中心的能力。而复杂系统的原理和方法论则为这种动态的大规模程序的组织和功能涌现提供了比较稳固的理论指导。</p><p>从上面的定义也可以看出另一个重要的方面，即尽管RealityIS涉及软件构造方法，但我们并没有涉及较低层的编译和编程语言层面。当然后面会分析，ReallityIS也绝不单纯是一个软件架构，它也涉及到对编译过程和编程语言一些思想的重新解读，以及将来也涉及对编译器和编程语言的某些改造，但是这种改造主要是结构性的，或者说不会对传统编程语言和编译器的核心部分进行修改。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="建立互操作数据抽象">建立互操作数据抽象<a href="#建立互操作数据抽象" class="hash-link" aria-label="Direct link to 建立互操作数据抽象" title="Direct link to 建立互操作数据抽象">​</a></h3><p>区块链是一个分布式系统，尽管这种系统出现的目标并不是为了解决一般软件开发中的互操作性问题，它也不是为解决传统分布式计算问题而设计的分布式软件架构。但通过洞察它的一些特性，结合互操作性的一些技术需求和特征，我们则可以得到不同的启示。这种启示可以说是RealityIS最核心的部分。</p><p>本节我们将从不同的角度来解读区块链系统，以及怎样从这种解读中发现建立互操作系统的方案。</p><p>我们可以认为区块链系统有三个技术特征，或者说可以从这三个方面来解读区块链系统：</p><ul><li>类型</li><li>数据</li><li>安全</li></ul><p>需要注意的是，这三个层面关注的并不是区块链核心的共识机制的部分，而是它作为一个软件架构的层面。同时这里尽管我们也会涉及去中心化的思想，但是这也并不是指区块链中使用分布式账本存储的去中心化方式，我们考虑的去中心化是指通过一种将软件功能和用户数据隔离的应用程序构建机制，使得应用开发商不再具有掌控用户数据的能力，从而也是一种去中心化的概念。但是这种去中心化依然需要借助某种方式的中心化计算，不过在这种架构下用户对数据具有更透明的控制。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="区块链的软件构造视角">区块链的软件构造视角<a href="#区块链的软件构造视角" class="hash-link" aria-label="Direct link to 区块链的软件构造视角" title="Direct link to 区块链的软件构造视角">​</a></h4><p>如果我们从区块链分布式系统中的任一节点去看，这个节点可以看作一个简单的虚拟机，这个虚拟机每次计算执行一个非常简单的程序，即对某两个账户执行价值交易。我们这里不考虑这个价值交易的算法本身，仅把它当作一个程序，然后思考为了支持这个程序的开发和运行，区块链上的虚拟机应该具备什么功能？</p><p>我们知道传统的虚拟机的核心机制实际上就是一个具有某种语法的编程语言的解释器，然后使用这种语法编程的程序源代码作为输入，虚拟机对源代码进行解释并执行，这种编程语言的语法通常支持现代比较高级的一些语法，例如Lua，Python，Java等编程语言都支持这种虚拟机的执行方式。</p><p><img loading="lazy" alt="img" src="/assets/images/blockchain-arch-e9c849fb7a81df7821f43c49b27f46b7.svg" width="626" height="258" class="img_ev3q"></p><p>尽管不是很容易理解，但我们可以把一个程序的结构看成是这样的抽象：即程序由数据、类型和代码组成，如上图（a）所示，当然这里的数据主要是作为程序输入的数据，而不是指代码内部也可以产生的很多的内部数据结构及内存存储，那么这里的类型自然也是指这种外部输入的数据结构的类型。一般的程序，其数据和类型都是定义和存储在程序内部的，用户只是在使用其中的功能。</p><p>从这个角度看，我们可以把区块链的账本看成数据，然后账本对应的类型是float类型，对应的代码则是区块链虚拟机执行的共识算法。</p><p>但比较隐晦的地方在于，float是一个非常简单的数据类型，并且区块链只处理这种简单的外部输入数据，所以它看起来并不包含一个类型定义。如果我们把这个复杂度延升一下，即如果区块链能处理任意类型的数据，那么就必须要定义类型结构，然后虚拟机以某种方式按照类型定义进行解析。这其实就是传统的虚拟机机制，即输入虚拟机的源代码中包含对于处理的任何数据的类型定义。比如以太坊的智能合约就是比区块链更复杂的脚本语言，它就可以包含更复杂的类型定义。</p><p>但是我们这里却不想这么做，因为我们看到了区块链的另一个不同寻常的特性，也就是它的去中心化特性的来源，即它的数据（即账本）存储在一个独立于程序（虚拟机上的共识算法程序）的地方，即数据和程序是解耦的。所以这驱使我们想要进一步弄清楚它的独特的程序组织背后的思想。</p><p>如果只是想要单纯地把数据与程序代码分离，直接把数据存储到外部并不是一个好的方法，这里面有几个问题：</p><ul><li>程序内部仍然会定义解析的数据类型，所以不利于虚拟机扩展处理任意动态的类型</li><li>存储在外部的数据只是一个单纯的数据，它们并没有多少语义的信息，所以用户既不知道怎么管理它们，也无法理解它们。想想理论上我们任何应用的用户都可以打开存储在应用内部文件夹中Sqlite的数据库，但是哪些数据可能对用户并无太大意义。</li></ul><p>用户对数据最通常的管理是授权，保证只有经过用户许可的软件才可以访问这些数据。所以仔细思考区块链系统背后的思想：<strong>即区块链可以做到对数据的授权管理</strong>，尽管区块链的数据也是存储在独立于程序的地方，但是它可以做到对数据的权限管理，尽管这需要共识机制协作来保证，但从程序的机制来看，我们可以理解为这种使对数据的权限管理变得可能的原因在于：</p><p><strong>用户了解数据的意义，然后在交易的时候用户将这个语义传达给虚拟机，虚拟机按照用户指定的意义及权限机制对数据进行处理。</strong>这个意义某种程度上就是类型，用户对一个“类型+数据”进行授权，类型在这里升华为某种语义信息或者意义，因为我们在日常生活中所作的事情，其实大多数都是对某类事情进行处理，而这个类型在我们生活中就是包含特定意义的事物，这些事物我们都可以通过名字或类型来区分，类型充当了代表一件事物的语义。</p><p>所以当用户在看待自己链上的一个账本数据时，这个数据不光只是一个数值，同时也代表了账本这个类型，只不过由于区块链的虚拟机仅处理这一种数据类型，所以这个类型被隐式表述了，即使没有任何地方定义这个类型，区块链虚拟机也总是能够正确解析这个数据。并且当用户通过给出密钥进行授权计算的时候，TA表达的就是对账本这个类型的数据进行授权。</p><p>所以要想把区块链上述这种程序视角的意义扩展到一般程序，即让任何程序的数据都可以独立于程序的代码而存储，并且用户可以对数据进行授权管理，那么我们可以从一下三个方面对区块链进行扩展：</p><ul><li>将单一的float类型扩展为一套动态类型系统</li><li>将数据按类型存储在独立于程序代码的地方</li><li>虚拟机在运行时配合用户的权限设置对数据进行访问</li></ul><p>一下我们分别深入分析这三个方面的扩展涉及到的一些思考和逻辑。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="类型">类型<a href="#类型" class="hash-link" aria-label="Direct link to 类型" title="Direct link to 类型">​</a></h5><p>程序要对数据进行处理，当然必须要知道正确的数据类型，即知道数据内部的每个字节表示什么含义。通常外部传入一个json字符串，然后程序内部首先会定义一个对应的数据结构类型，然后有一个解析函数对json字符串进行解析并将之转化为内部数据结构的一个对象。如下图（a）所示：</p><p><img loading="lazy" alt="image-20230901145523283" src="/assets/images/blockchain-type-3118cd5f279e72ce2768e9b698a142d8.svg" width="833" height="259" class="img_ev3q"></p><p>但如前面的分析所知，这里会带来两个问题：</p><ul><li>用户数据管理和授权的问题</li><li>程序根据用户授权进行安全控制</li></ul><p>由于解析器在程序内部，所以数据对于用户而言仅仅是一些字节，如果有非常多的数据，用户根本不知道哪些数据是对应什么意义，即使用户可以自己去根据文本内容自行判断，甚至给这些文本数据加上一些标签或名字，但是这不仅会增强用户对数据的管理复杂度，而且这种分类行为或结果与实际的数据意义可能还是不一致的。<strong>因此，用户无法针对数据进行授权管理</strong>。</p><p>对于第二个问题，由于解析器处于程序内部，那么就无法保证程序会遵照用户的授权结果进行处理。首先同样因为上面无法对数据进行授权的原因，也不存在一个外部程序可以确保数据会按照用户的旨意被某个程序处理，因为谁都不知道这个数据的意义的什么，这种情况下只有将数据传递到程序内部，由程序内部的解析器去做类型解析和分析才知道数据的意义，也就是说只有程序才知道数据的意义，但是这个时候数据已经被传递给程序了。<strong>因此，系统也无法根据用户的授权旨意将数据分配给合法的程序</strong>。</p><p>上述的分析要求，数据的形式及其定义应该在一起被管理，也就类型的定义应该处于程序之外，这样不仅用户能够知道数据的意义，从而能够正确地做出权限控制，而且系统可以借助类型系统以及用户的授权组织数据被传入未经授权的程序。即如上图（b）中所示。这就要求类型系统是独立于程序的。</p><p>这是一种非常有启发意义的视角，我们单纯去看区块链系统，很难得出这样的思维，但是其实仔细分析也是合理的。我们可以认为区块链其实包含了一个公共的类型系统，只不过这个类型系统只是包含数值类型，也至于我们甚至不需要去定义这个类型系统，这样导致人们对它的类型系统可能没有感知；然后区块链类型系统的解析器是位于虚拟机上的，即由系统控制，系统在对数据按照用户的授权执行权限控制，最后获得授权的请求才会执行最终的交易计算，我们可以认为交易才是真正的客户程序，而交易之前的类型系统和授权计算是属于平台虚拟机部分，这部分客户程序是无法控制的。</p><p><img loading="lazy" alt="image-20230901145523283" src="/assets/images/blockchain-vm-a08b66af2c866b714e05aa6a4066bd14.svg" width="833" height="248" class="img_ev3q"></p><p>最终我们看整个类型系统的架构，它类似于上图所示，这里客户程序（program）仅仅是包含代码，数据被存储在其它地方，用户可以离线对数据进行授权，指定哪些程序可以访问哪些类型的数据。然后运行时这些数据被首先加载的虚拟机VM，虚拟机首先根据类型信息对数据的权限进行判断，如果这个程序被授权，则调用解析器帮助程序解析格式，并最终将程序放入到某个约定的内存地址，最后程序从这个内存地址取值进行计算。</p><p>当然实际整个类型系统的工作机制还涉及很多内容，我们在后面架构设计一节将详细介绍。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="数据">数据<a href="#数据" class="hash-link" aria-label="Direct link to 数据" title="Direct link to 数据">​</a></h5><p>区块链的另一个特点是数据的存储是未受保护的，甚至是明文的，任何程序都可以获取用户的账本信息。这跟传统的应用程序架构思想也是截然不同的，传统的应用架构就是为了保护用户数据而将数据完全隔离，甚至加密以防止其它程序触碰到数据，但是它们通常在内部则不做太多安全检查，假设对数据的访问都是合法的；而区块链的哲学却不一样，它认为数据的存储不重要，重要的是数据的所有权，所以它的核心是在运行时做授权检查。当然这里只是一种架构上的类比，区块链公开明文数据的机制也是由于其核心的共识机制决定的。</p><p><img loading="lazy" alt="image-20230901145523283" src="/assets/images/blockchain-data-67cd9f631367cc39f743e38daea7c377.svg" width="816" height="218" class="img_ev3q"></p><p>如上图（a）所示，传统的程序将数据隔离起来，以防止其它程序访问，这种隔离机制往往是在编程模型之外的机制，由操系统来提供，因此程序不需要担心数据的安全性。例如常见至少有三种数据保护机制：</p><ul><li><strong>文件系统和应用程序沙盒环境</strong>，在现代移动操作系统中，每个应用往往都分配有独立的数据存储空间，应用程序可以将其运行过程中产生的数据存放至这里。像iOS操作系统则会为这个程序的空间创造一个沙盒环境，使得只有所属的应用程序才能访问这个环境中的一切数据。</li><li><strong>操作系统内存隔离</strong>，当一个应用程序启动后，尽管理论上所有的应用程序都是共享计算机硬件的内存，但是现代操作系统及硬件提供了很多隔离机制，使得每个程序被分配一块内存的区域，并且不管其程序代码中访问的内存地址指向何处，都不可能访问到程序之外的隔离区域。我们将在后面讨论这些机制。</li><li><strong>虚拟机沙盒环境</strong>，像Java、Web Assembly、.NET CLR等现代虚拟机环境，它们往往提供一种多种编程语言的程序互操作的能力，尽管保护力度和性能不一样，它们还或多或少提供了一些在同一个应用内部隔离不同子程序的能力。这种情况下，因为整个虚拟机及运行在其上面的所有的程序都是在一个内存环境中，所以操作系统的内存隔离无法提供保护，虚拟机往往需要模拟操作系统的某些机制来实现应用内的内存隔离。这种情况下，对于虚拟机上的每个子程序来讲，虚拟机环境本身有点类似于操作系统的概念了。</li></ul><p>从上面的分析可以看出，过去几十年计算机软件构造的发展历史，逐渐形成这种操作系统与编程模型的分工协作，也是一种硬件上的抽象，在这种抽象模型中，硬件或操作系统只需要提供如文件或内存级别的安全访问机制，而不需要关注应用实际的数据和数据结构，就可以保证数据安全；而对于应用程序，由于硬件或操作系统已经保证了数据不会被其它程序非法访问，那么整个编程模型涉及的机制只需要考虑应用业务逻辑的构造，而不需要考虑数据的访问安全，并且现代编程模型基本上都基于一个假设：即代码可以访问该应用程序内的任何资源，只要它能获取到相应的内存地址，例如在C++代码中，一个指针可以指向和访问任意应用程序内部的内存地址，即使是那些不能使用指针的脚本编程语言，它们的核心也主要是在帮助简化内存管理，而不是阻止对应用程序内任意数据的访问，例如一个对象的引用你可以传递给任何变量从而被使用。</p><p>过去几十年，这一套机制运转良好，也体现出这种抽象带来的高效率。但是这种抽象只考虑一个程序及其程序的执行，而没有考虑程序内部数据对于用户的意义。在传统的软件中，软件主要是作为一种单一的功能使用，这种功能很少涉及需要跟外部交互，它们整体在内部是自洽的，如果用户需要另一个功能，TA就去打开使用另一个软件就好。</p><p>然而近几年随着Web 3.0、元宇宙和多智能体类应用的出现，这些应用越来越凸显出相互交互和协作的特性和需求，这跟我们传统的应用构成模型是相悖的，数据隔离就失去了互操作性，尽管我们可以通过一些机制去提供一些接口让其它应用进行互操作，但是这些机制架构通常都很复杂、不可扩展、效率低下。</p><p>因此，或许我们应该像区块链系统一样，建立一层数据抽象。它可以带来天生的互操作性，同时后面我们将看到，这样的架构调整还可以带来很多新的计算特性。但是首先来看将数据与应用程序分离之后怎样保证数据的安全。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="安全">安全<a href="#安全" class="hash-link" aria-label="Direct link to 安全" title="Direct link to 安全">​</a></h5><p>将数据存储在应用程序之外的地方，就失去了硬件和操作系统的保护，那么平台或者应用程序就必须额外提供保护机制。这方面我们也可以从区块链系统得到一些启示，再结合传统软件架构技术的一些发展，找到一个合适的技术方向。</p><p>不考虑分布式环境，仅考虑单个虚拟机，我们可以认为区块链计算的过程如下：首先虚拟机从外部环境中获取到用户账本，然后基于用户授权执行验证计算，验证通过则执行具体的交易，我们可以把这三部分分别看作数据、虚拟机和应用程序，如下图（b）所示：</p><p><img loading="lazy" alt="image-20230901145523283" src="/assets/images/blockchain-data-67cd9f631367cc39f743e38daea7c377.svg" width="816" height="218" class="img_ev3q"></p><p>首先数据存储在应用程序的外部，从前面数据部分的分析也可以看出，所以在程序运行的时候就涉及到一个数据的传输过程。关于网络传输的安全性，我们已经有了很多年的软件工程实践，这块并不会带来很大的问题。而实际上，比如在移动端这种情况下，用户的数据大部分是存储在本地的，这并不需要经过网络传输，实际上整个系统只有需要与其它用户进行交互的数据才会进行网络传输。</p><p>当数据到达本地虚拟机时，虚拟机首先执行权限计算，然后再决定一个应用程序是否可以获取这个数据以执行某种计算。这里由于虚拟机已知用户的数据类型，所以它能够对数据进行授权管理，用户可以很简单地对每种语义数据对每个应用程序进行授权，只有相应类型被授权的应用才可以访问到对应类型的数据。所以这里虚拟机完全可以执行整个授权计算。</p><p>随后，被授权的应用最终可以获取到数据执行某个逻辑计算。尽管数据需要执行权限计算，但是应用程序对这种计算并无感知，它还是像传统应用程序一样进行开发，例如它声明需要访问某个数据，如果这个数据没有被授权，它根本就不会被调用执行；如果数据被合法授权，则它的计算过程跟传统的计算是一样的。整个授权的行为对应用程序是透明的。</p><p>这种数据及其安全的抽象，使得应用程序的开发还是利用完整的传统应用开发流程，保证对开发者流程和习惯的影响带来新的学习成本和思维模式转变。而这里的虚拟机则仅有平台进行开发即可。</p><p>对于虚拟机的安全部分，传统的一些虚拟机技术如Java、Web Assembly等已经有了很多的实践可以借鉴。本文后面也会提出一些新的调整思路，以解决一些新的问题和新的思考。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="数据抽象带来互操作性">数据抽象带来互操作性<a href="#数据抽象带来互操作性" class="hash-link" aria-label="Direct link to 数据抽象带来互操作性" title="Direct link to 数据抽象带来互操作性">​</a></h4><p>Reality World显然不是一个区块链的架构，比如我们每个应用的主体逻辑计算主要还是在单机上计算，就像传统的应用程序一样，但是它从区块链背后的技术体系中提取中了一种很有价值的思想。这种思想来源于区块链核心的共识机制，即它需要在一个分布式系统中的所有虚拟机上执行相同的计算来达成共识，这就要求虚拟机上每次计算的输入数据，即执行交易的两个用户的账本数据，首先必须对每个虚拟机是公开的，这样它们才能顺利地获取到数据，也即是可以互操作。这是一个非常智慧和巧妙的思想，任何尝试像传统软件架构那样把数据放在一个受保护的地方，然后通过定义API等等方式提供访问都会带来巨大的软件架构上的复杂性，比如你的编解码方式、传输内容的格式都需要两边进行很多配合，带来很多的碎片化。同时，数据的解码一定不能在客户应用程序内发生，这样客户程序就始终会拿到数据，进行不可能预期的操作，解码操作必须发生在平台。如果解码操作发生在平台，我们就不需要设置复杂的数据保护措施，因为这些数据的存储以及解码的过程，启示就发生在平台内部，对客户应用程序是不可见的。</p><p>数据可能不重要，所有权才是最重要的，这是区块链思想对于传统应用架构的不同视角，它带来了新的应用形态和体验，与之同时也带来了新的软件架构思想。</p><p>尽管区块链并没有很强调互操作性，因为它的格式和系统足够简单，但我们尝试把这种思想往通用计算上去思考的时候，它就会演变成互操作性的概念，想想你在区块链的虚拟机上怎样解析用户的另一个非账本的复杂数据结构？</p><p>这种从互操作性的角度去思考区块链，以及从中得到对软件架构的启示，它为未来的数字世界软件架构带来了全新的世界和可能性。它甚至打破了传统软件架构几十年发展的思维，未来的数字世界会因为互操作性呈现完全不能的能力和形态。从后面的内容会无处不在地看到这种互操作性带来的各种新的可能性。</p><p>更重要的是，我认为这是未来实现更加智能数字世界的基础，即数字进化。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="基于复杂系统的计算架构">基于复杂系统的计算架构<a href="#基于复杂系统的计算架构" class="hash-link" aria-label="Direct link to 基于复杂系统的计算架构" title="Direct link to 基于复杂系统的计算架构">​</a></h3><p>前面我们讨论了在一个多应用程序环境中，应用程序之间的互操作思想和机制，即系统架构的外在结构。本节我们关注的内容是系统内部逻辑的组织方式，即内在结构。</p><p>我们关注两个视角，这两个视角都来源于复杂系统理论：</p><ul><li>首先是大规模复杂系统内部的交互和逻辑组织问题</li><li>其次是怎样通过复杂系统的涌现机制产生更加智能的数字世界</li></ul><p>这两个视角将会让我们重新去审视过去几十年来形成的软件架构及其编程模型的思想，我们将通过把复杂系统的一些理论和思想引入到软件架构中，从而形成一套开发具有复杂交互的软件架构方法和逻辑，更重要的是，这种新的视角可能有助于未来我们开发出更智能、更丰富的、更复杂的数字世界体验。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="游戏的复杂系统视角">游戏的复杂系统视角<a href="#游戏的复杂系统视角" class="hash-link" aria-label="Direct link to 游戏的复杂系统视角" title="Direct link to 游戏的复杂系统视角">​</a></h4><p>上一节我们分析了，现代软件开发的其中一个基本的假设是程序所有的数据和代码都是受程序开发者控制的，这带来了中心化的软件治理模式，进而形成中心化的数字生态。中心化有效率的优势，去中心化有数据安全的优势，我们则从两者中做出一些架构调整形成一套集两种优势的架构。</p><p>本节我们将分析传统软件架构的另一个机制的缺陷及其带来的影响。</p><p>在现代的编程模型中，不管编程语言本身对硬件的抽象度如何，整个程序最后要被硬件执行，都会被编译或解释成这样一个机器码或字节码的字符指令集合，这些指令一般由操作符和操作数组成，操作符是其计算平台支持的计算类型，而操作数大部分是涉及到硬件的地址的，一个程序通常包含三类地址：</p><ul><li>寄存器</li><li>内存地址</li><li>程序机器码中的代码地址</li></ul><p>这其中寄存器地址大部分是由编译器来分配的，而内存地址和代码地址则是和程序的结构有一定的关系。其中内存地址通常是我们程序在运行过程中创建的数据对象在内存中的地址，然后其它一些需要访问这个对象的指令通常就需要指向这些对象的地址；而代码地址则通常跟方法调用有关，我们编写的代码最后会被编译为一个机器码格式的数据表述，程序运行启动时则会首先将这些代码数据加载到一片固定的内存地址，后续所有代码的执行实际上都是需要首先从这里获取代码指令的数据，然后根据指令的定义执行计算，然而实际代码的执行并不是完全按顺序执行的，我们的逻辑中充满很多控制流，例如一个函数需要调用另一个函数，这个时候就需要首先将指令的指针指向另一个函数的地址，并在指向完毕之后跳转回原来的位置。所以我们的程序代码中还需要根据逻辑控制流将这种代码地址编码在指令的操作数中。我们将在后续的技术架构部分更详细的讨论这个过程。</p><p>尽管上述的过程一般主要是由编译器、链接器和加载器来协同完成，但是从本质上来说，一句代码要访问那个对象的内存地址，以及下一个语句要跳转到哪一条语句，这其实是应用的逻辑规则，因此这些逻辑定义是由程序员来定义的，编译器只不过是根据编程语言的语法描述，将这种程序员在编程语言级别的定义，转化为机器级别的定义。</p><p>按照传统的软件架构方法实践，这里就会出现两种问题：</p><ul><li>一旦某句代码访问指向了某个对象地址，这个行为就不容易修改</li><li>一旦某个跳转语句指向了某个函数的地址，这个逻辑流程就不容易调整</li></ul><p>尽管我们有很多软件架构实践来部分缓解上述两种情况带来的问题，但通常都没有理想的方案。这造成的一个主要结果就是，我们的程序一旦开发编译完成，其行为就不容易动态调整或修改，一旦进行修改，则需要重新进行编译发布，并要求用户重新更新整个程序。</p><p>上述技术层面的因素反映到用户体验或者软件形态层面，就是当前的软件形态大部分都是一种固定的形态，每个软件的功能和结构基本上都是固定的。与软件的数据和代码耦合在一起导致软件失去互操作性类似，软件中数据的地址与软件结构的耦合使软件失去了动态性。关于软件的动态性有两个方面的意义，下一节我们回讨论动态性对于智能进化的意义，本节我们先讨论动态性对于软件逻辑构造的意义。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="复杂系统结构">复杂系统结构<a href="#复杂系统结构" class="hash-link" aria-label="Direct link to 复杂系统结构" title="Direct link to 复杂系统结构">​</a></h5><p>如果一个软件的业务逻辑是相对比较确定且简单的，那么我们传统的软件开发模式是可以很好地工作的，比如看看我们现在手机上大部分应用，每个应用内部的功能相对还是比较简单的，尽管有比如高并发等类的软件架构问题，但这类问题跟复杂度本身没有太大关系，更多是技术架构的问题。这类应用的特征是其业务逻辑的复杂度基本在人脑能够理解的复杂度范围之类，内部开发人员通常不需要太复杂的推理和思考就能够理解软件内部业务的流程、逻辑等等。</p><p>我们看另一个类型的应用：即游戏，则不一样。我们在后面还会分析很多游戏架构的特征，但是这里先重点关注其中一个特征，即它的业务逻辑的复杂度。总体上它的复杂度相较于传统的应用有两个特点：</p><ul><li>它由非常多的逻辑关系没有那么清晰的子系统组成</li><li>这些子系统之间的交互呈现高度的动态性和局部性</li></ul><p>在这种情况下，我们几乎很难像传统的软件那样进行编程，它没有比较明确固定的逻辑说什么流程之后就会执行另外一个流程，它更多是根据很多来源不同的条件来决定执行什么流程；它也不能将指针指向某些固定的内存地址，它有很多不同不同的对象实例需要执行相同的逻辑。总之这种软件的复杂度是非常高的，我们通常无法很直观地用大脑去思考它内部的交互逻辑。</p><p>具有这样特征的系统通常称为复杂系统，实际上关于游戏设计的理论，大部分都是基于复杂系统的思维来思考的。前面我们已经介绍过复杂系统相关的基本概念，我们可以从两个维度去理解它：</p><ul><li>内在结构，内在结构通常侧重在描述构建一个复杂系统的架构思维，比如它们的子系统的交互机制是怎样，整个系统是怎么组织的。</li><li>外在特征，外在特征更关注的是观察一个复杂系统，它会呈现出什么特征，这方面通常是设计复杂系统的理论，因为一般的复杂系统理论更偏重寻找复杂系统的原理而不是关注它内部的结构。</li></ul><p>我们也从这两个方面来思考软件架构，首先讨论它的内在结构，后面再讨论它的外在特征。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="游戏中的组合架构">游戏中的组合架构<a href="#游戏中的组合架构" class="hash-link" aria-label="Direct link to 游戏中的组合架构" title="Direct link to 游戏中的组合架构">​</a></h5><p>为了解决程序逻辑中的动态性的问题，一般的游戏应用架构都选择使用非常不同于传统软件开发的架构，这些架构大部分都涉及用某种形式的组合来代替继承。这其中不光是由于继承带来的逻辑表达的复杂性，使用组合还可以更灵活地调整程序的结构和功能。</p><p>最简单的组合机制如下图（a）所示，对象A并不是由某个具体的类通过继承等方式来继承，而是通过把不同的组件组织在一起通过组合的形式来构建。这种组合方式通常不是编程语言的机制，而是使用类似一个配置表格来记录这种组合关系，然后程序运行的时候根据这个配置分配相应的组件对象地址，并在组合的对象中以某种形式记录这些地址，以方便可以快速地访问这些组件对象。</p><p><img loading="lazy" src="/assets/images/decenterlized-interaction-a92ecdda4e229b9078273b25e7303a17.svg" width="833" height="248" class="img_ev3q"></p><p>组件对象本身的定义没有太多限定，一般简单的方式是每个组件包括自己的属性、状态和代码，另外一些更好的架构比如ECS则是将组件的数据和功能分开，这样方便组件之间的数据互操作。但不管怎样，对象内部的组件之间是需要通信的，对象和对象之间的某些组件或者属性之间也是需要通信的。如上图（b）所示。</p><p>一般简单常用的方法就是设置可以能够被全部对象访问的Manager类，这个类能够根据类型或者名字查询到其它组件或者对象的实例变量，例如伪代码：</p><div class="language-c++ codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-c++ codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">manager.getChild(&quot;A&quot;);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">manager.getComponent&lt;Attack&gt;();</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样的方式很灵活，它避免在我们的代码中到处去寻找每个对象或组件实例的位置和地址，简化为通过对象名称或者类型信息来获取对象。但是它的缺点是我们暴露了一个权限很高的访问入口给每个对象或组件，尽管对于游戏开发商内部来讲这没有问题，但是如果我们希望游戏程序能够提供给玩家一些自定义的选项，在这种情况下，玩家可以自行向程序注入一些动态的脚本程序来实现不同的玩法和目的，这种架构却是不可行的，而这也是元宇宙所描述的世界尝试构建的架构。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化的交互控制">去中心化的交互控制<a href="#去中心化的交互控制" class="hash-link" aria-label="Direct link to 去中心化的交互控制" title="Direct link to 去中心化的交互控制">​</a></h5><p>构建开放的程序架构不光涉及对其它资源的访问权限控制问题，还涉及到去中心化的子程序交互控制问题。</p><p>这是什么意思，由于系统的功能和状态都是完全动态的，因此我们无法预测一个组件执行时它需要的条件是否完全满足，在上述伪代码示例中，组件获取到的对象可能是不存在的，当然我们可以在每个组件内部做是否为空的判断，但是我们有没有一些更好的架构方法呢？</p><p>近几年改进出来的ECS架构可以找到一些启示。在例如<a href="https://docs.unity3d.com/Packages/com.unity.entities@1.0/manual/index.html" target="_blank" rel="noopener noreferrer">Unity DOTS</a>或<a href="https://bevyengine.org/learn/book/getting-started/ecs/" target="_blank" rel="noopener noreferrer">Bevy ECS</a>架构中，在这些ECS架构，组件的数据和功能被分离开来，分别对应Component和System，每个System对数据的使用，由上面那种自己需要通过全局共享的manager变量去查询获取，改变为通过一个query参数来声明对数据的需求，例如如下的System声明它需要使用Transform数据：</p><div class="language-rust codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-rust codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">fn print_position_system(query: Query&lt;&amp;Transform&gt;) {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    for transform in &amp;query {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        println!(&quot;position: {:?}&quot;, transform.translation);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这种Query形式的声明，借助Rust编译器对宏的一些强大支持，使得我们不需要写一些额外的查询语句，基于类型就可以获取到正确的对象变量，这种方式甚至比函数调用还要简单：都不需要我们手动传递函数参数，只需要声明类型就可以在运行时被自动赋予正确的函数变量。当然Unity使用的C#语言编译器的机制没有那么强大，但对应的思路是差不多的。</p><p>这种机制带来的意义是非常深远的，它不光简化了传统编程开发中，一个逻辑在执行时需要收集大量<a href="https://www.zhihu.com/question/26387327/answer/3158798538" target="_blank" rel="noopener noreferrer">复杂上下文</a>数据的流程，更深远的意义在于，通过分离数据的声明和数据的实际获取的过程，将数据的获取过程转交给系统，使得系统有机会去控制组件对数据获取的安全控制，同时又不会给客户程序的开发带来复杂度，甚至还大大简化了。</p><p>结合我们前面的区块链的思路，由于我们的数据的获取是没有做保护的，但是我们在这个数据获取到组件的使用之间，虚拟机会根据组件的类型声明执行安全检查，此时我们知道组件声明的类型，这个类型是虚拟机可以解析的，我们也已知道用户对于该组件对于该数据的授权情况，我们完全就可以在虚拟机层面非常简单地做出安全判定，如果我们还能够根据判定结果来执行函数功能，那么非法的组件完全就没有可能被执行，即使它看起来可以声明获取用户的任意数据，所有的数据所有权都在用户的精确控制之下。</p><p>这种机制也为我们带来去中心化的交互控制便利。由于复杂系统的子系统非常多，且整个系统是高度动态的：随时可以有任意的子系统因为某些原因被停止执行，也随时可能新增某些新功能的子系统，所以我们很难用全局的控制器去管理这些动态的组件之间的交互，实际上所有复杂系统的核心就是整个复杂系统没有中央的控制机制，所有子系统之间都是局部的交互，整体涌现出智能行为。</p><p>如果组件只是声明交互关系，没有与某个中央控制器或者全局的共享变量交互的机会，系统或平台就有机会根据类型等信息进行动态判断和规划，使得不满足条件的组件根本就不会被执行。这样在每个子系统看起来，整个系统并没有一个中央控制器，能够最大限度支持复杂系统的动态性。</p><p>这种简单对类型的声明，然后由系统来分配数据的架构，也支撑了我们最核心的互操作性特性。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="动态性">动态性<a href="#动态性" class="hash-link" aria-label="Direct link to 动态性" title="Direct link to 动态性">​</a></h5><p>游戏程序或者说一般的复杂系统，相对于传统的应用架构还有另一个特征，那就是信息是完全动态的。</p><p>在传统的应用中，软件主要充当的是一个功能计算器，它的功能大多数时候都是静止状态的，只有当用户发起某个事件，例如点通过鼠标或触摸屏点击某个UI元素，这个UI元素被程序定义为绑定到某个功能，一旦用户发出输入事件，对应的功能计算就会执行，然后程序会呈现相应的计算结果给用户。此后程序又进入静止状态直到用户的下次输入。这种模式可以描述为：输入--&gt;计算--&gt;输出，如下图（1）所示。</p><p><img loading="lazy" src="/assets/images/dynamic-system-bc4a8ceadac821add490057854417ab5.svg" width="765" height="148" class="img_ev3q"></p><p>而游戏并不简单的这种模式，游戏世界的一切都是动态的，它背后有一个循环驱动着整个系统持续在运行，即使用户不做任何输入，它的状态也在时时刻刻发生变化，例如大部分游戏的关卡都有时间限制，即使玩家什么也不做，游戏也会以失败结束；例如在一个RPG游戏中，即使玩家站着不动，周围的怪物也有可能走过来攻击玩家，导致一连串的后果。</p><p>游戏程序就像内部有一个驱动器，它持续驱动着所有系统的运行，这些系统与系统之间的交互会导致很多状态变化，这些变化的状态信息源源不断地输入给玩家，如上图（b）所示。</p><p>这种行为也是更接近真实世界行为的，在真实世界中，不管是生物系统还是人工影响的如经济系统等，环境时时刻刻在发生变化，整个世界的信息绝不仅仅是我们自己去影响的，事实上更是反过来我们的行为都是受环境的信息影响的，我们所作的任何决策都要实时去观察环境的信息，有些上一刻看起来还理所当然的决策，在下一刻随着某些环境发生变化就变得毫无意义。</p><p>这样的信息系统特征与我们的传统应用程序相比，表现出两个在计算上完全不一样的特征，即：</p><ul><li>系统之间的交互是完全被动式的</li><li>软件给用户呈现的是一个动态的信息世界</li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="被动式计算架构">被动式计算架构<a href="#被动式计算架构" class="hash-link" aria-label="Direct link to 被动式计算架构" title="Direct link to 被动式计算架构">​</a></h6><p>当一个信息系统的交互控制是去中心化的时候，子系统之间的交互看起来都是“自发的”，没有谁来驱动，这样的机制怎么执行的，我们将在后面讨论整个复杂系统的机制，这里我们先来看看这种行为对编程有什么影响。</p><p>传统的编程模式都可以称作为主动式，大部分的代码流程可以总结为：用户输入-》决策判断-》执行动作，这里的决策判断是程序中最复杂的部分，因为它涉及到很多上下文信息的组织和查询，关于上下文的理解知乎<a href="https://www.zhihu.com/question/26387327/answer/3158798538" target="_blank" rel="noopener noreferrer">有一篇</a>很精彩的描述。在传统的软件架构中，我们一般都会有很多不同的模式和经验来实现这种上下文管理，但是这里我们在复杂系统的视角下，却会提出另一种可能是更好的方法。</p><p>一般的决策判断流程大概是这样，当对应的代码接收到用户输入请求的时候，决策代码要做的事情就是去查询和收集上面讲到的这种上下文信息，以帮助做出决策判断，不考虑这些上下文内部是怎么组织的，我们可以把整个根据上下文进行决策判断的过程看做一个函数makingDecision()，makingDecision要做的事情就是去调用大量预置的判断函数，根据各种逻辑条件，动态地计算出一个判断结果。这种计算架构带来了两种不好的结果：</p><ul><li>造成了模块之间的耦合，即所有子模块都需要引用或者了解哪些逻辑判断的代码</li><li>造成逻辑判断计算的重复执行，设想有两个独立的用户输入，其中的逻辑判断有80%是重合的，程序必须针对两个独立的输入进行这部分重复计算。</li></ul><p>看看我们现实世界的系统往往不是这么工作的，各种系统往往定义好自己的流程，每个流程会输入数据，后续流程往往以这种输出的实物数据作为它可以执行流程的判断条件，而不是当它需要执行的时候，发现前面的流程还没有执行，由下游的流程再去驱动上游的流程去执行。在这样的模式种，上游流程计算的数据结果不仅充当了一个条件，它更充当了上游的那个计算过程。</p><p>结合我们前面的互操作能力，即子系统在不经过某个中央控制模块的情况下，能够非常简单地访问所有数据的能力，我们可以把各种可能的决策计算提前计算为一个数据，这样下游的流程由于定义和数据依赖关系，系统可以在条件满足的时候自动调用它去执行自己的逻辑。整个过程中，决策判断和子系统完全解耦。</p><p>这样的架构调整将传统软件种的模式由主动式转变为被动式。</p><h6 class="anchor anchorWithStickyNavbar_LWe7" id="动态的信息世界">动态的信息世界<a href="#动态的信息世界" class="hash-link" aria-label="Direct link to 动态的信息世界" title="Direct link to 动态的信息世界">​</a></h6><p>传统的：输入-》计算-》反馈的计算模式，用户能够完全了解或者说“记住”一个软件的状体，用户知道自己做过什么，当前的软件状态是什么，用户也知道TA只要执行某个功能，就会带来什么可预期的结果。</p><p>尽管这样的方式有助于人们管理日常的任务和工作，但是这既不是真实世界的工作方式，同时所有事情都靠人去输入驱动，那么信息系统所能完成的事情的数量就会非常少，因为人的精力和注意力都是非常宝贵和有限的资源。而现实世界的信息系统总是在自发、动态发展的，即使我们某天什么事情也没有做，但是世界发生了很多的经济和生产行为，所以我们应该模拟真实世界的动态行为，<strong>使得数字世界的计算不以人的注意力为驱动基础</strong>，这样即使当我们的注意力不在软件和应用上，但是它们会在后天时时刻刻都进行着与用户相关或者指定的计算任务。</p><p>前面我们已经描述了实现这样的计算架构的机制，这里要强调的是这对用户体验带来的变化。传统的软件的信息状态都是跟用户的输入有关，因此即使不用打开软件，用户大致是知道里面的状态信息的。但是如果一个信息系统在后台动态运行，就会存在大量的信息状态是用户不知道的，它必须像观察这个动态的世界一样去观察软件内部的信息状态，当然这里的交互可以有很多形式。</p><p>游戏就是这样一个信息系统，游戏内部有许多子系统的运行都不是直接与用户的输入相关的，因此游戏的交互必须要很好地呈现比较完整的状态信息，比如相对于传统应用简洁的界面，游戏的界面通常会包含很多全局的数据信息，除了具体的数据信息，游戏场景的元素在视觉上通常也被设计为易于帮助用户去区分不同的场景状态，如下图《文明》这款游戏一个游戏画面。</p><p><img loading="lazy" src="/assets/images/Civilization-7255faa2a66f9ab156613b9e0e185032.jpg" width="1366" height="768" class="img_ev3q"></p><p>在这种情况下，用户的下一个输入或者决策，就不能单纯凭借自己大脑种的记忆，而是需要观察整个系统的信息状态，这些状态可能会实时变化，甚至大部分变化都不是用户直接输入导致的结果，甚至某种程度上用户的操作更多是在响应信息世界的状态变化。</p><p>表面上这看起来是更复杂的，但是这样的信息系统能够处理的信息计算将会远远超过传统的信息计算，因此它能实现的信息计算的复杂度也更高，想想看一个游戏中涉及的那么多计算和逻辑，使用传统的应用模式几乎是无法实现的。</p><p>而且这种复杂度对于人类来讲，或许并没有那么复杂，人类在社会中天生就是被训练为适应变化的环境的，我们不断在观察街上的行人、红路灯及车辆情况，以决定下一步的行动策略；赛场上球员之间不断观察其它运行员动态的情况，以决定下一步行动；甚至在信息系统中，我们也要根据股票市场的变化，决定下一部分的投资决策等等。</p><p>所以这里更多的是设计和交互的问题，比如人的有些响应能力是天生的，比如对危险事物的察觉，有些则是需要定义一定的规则然后进行适当的训练的，比如开车时对环境的反映等等。这比如就要求我们要精心选择呈现信息的逻辑、模式、规则，而不是一股脑甚至随机选择大量杂乱无章的信息；比如一段时间内某些相关信息的规则和逻辑变化不能太大，因为这可能需要用户重新去建立对动态信息的响应模式。</p><p>在这种信息系统中，信息的呈现、规则和交互会变得很重要，但是相比于这样的复杂信息系统呈现的价值：<strong>注意力的释放以及实现更复杂计算的能力</strong>，以及人类对这种动态信息系统的适应能力，这样的转变完全是有价值的。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="进化产生数字智能">进化产生数字智能<a href="#进化产生数字智能" class="hash-link" aria-label="Direct link to 进化产生数字智能" title="Direct link to 进化产生数字智能">​</a></h4><p>前面我们从机制上讨论了很多思路，以实现一个可以多子系统互操作、靠子系统局部交互实现更复杂功能的数字世界。但我们花费了这么大的精力去重构软件开发的流程，以及让用户去学习新的信息系统交互方式，<strong>这样的代价到底值不值得？它有没有更深层次的价值体系来支撑这种技术变革？</strong>这些是本节要讨论的问题。</p><p>本节我们要讨论两个很深刻的问题，即数字智能和计算的本质，这些概念可能性驱动未来数字变革的核心价值。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="智能涌现">智能涌现<a href="#智能涌现" class="hash-link" aria-label="Direct link to 智能涌现" title="Direct link to 智能涌现">​</a></h5><p>前面我们已经简单介绍过复杂系统的一些基本知识，我们再来看一个每个人可能深有体会的例子。</p><p>考虑我们现在的整个网上消费购物的系统，它是由这样几个子系统构成的复杂系统，包括生产产品的厂商、物流快递、国家交通公共基础设施、电商网站、送货的快递员和用户等。这些子系统每一个单独看都比较简单，它们的功能有自己的边界，这些子系统之间的交互也相对比较简单，最重要的是，这一切没有一个公共、统一的中央控制器，整个系统都是由局部的子系统之间进行简单的相互交互，从而呈现整体系统功能的。</p><p>虽然每个子系统相对都比较简单且容易理解，但是整个系统实际表现出来的功能性是远远大于我们的预期的，例如最开始网上购物主要是以淘宝等少数电商网站为主，然后现在快递称为一种公共子系统，使得任意其它的电商网站都可以接入，这就使得人们购买物品这个体验大大升级，例如小到附近的餐厅、水果店和药店等都可以很方便的购买，甚至包括跑腿这种灵活的形式，从我们的体验上说这已经不单单是一个快递或者购物网站那么简单，它简直是一套非常智能的消费体系，因为几乎所有的电子消费形式它都可以实现，这种智能就是通过这些子系统构成的复杂系统涌现出来的。</p><p>除此之外，由于这些子系统之间的形式是相对比较独立的，所以子系统都在进行自我迭代，例如过去的物流体系主要是依赖火车，其运载的时效性是非常低的，随着现在交通子系统内部的迭代，例如火车升级为高铁和动车，大规模高速公路网的修建，其它的子系统甚至在没有变化的情况下就能享受到交通子系统的性能提升，最后导致整个消费的体验大幅提升。再比如说快递这个子系统，过去快递可能就是送到站需要用户自取，但是随着消费量的增加，快递公司为了改善体验，逐步增加了配送到家里的最后一公里，甚至在大城市通过分片区配备更多的快递员来缩短配送时间。所有这一切，每个子系统内部都在迭代和进化，最后整个系统的性能和能力都不断突破，子系统内部逐步的迭代改善不单单是提升了性能，它使得整个系统涌现出一些新的体验和能力。例如快递员的配送时间不能控制在很短的时间内，那么这种短时的外卖消费形式就不可能形成。</p><p>从这里我们就可以看到复杂系统的力量，它通过将整个系统划分为自治的子系统，并允许子系统内部进行进化迭代，从而涌现出更智能的功能。我们可以从人类社会的各个层面都看到这种复杂系统机制涌现智能的例子，从生物系统、到人造的各种系统，如上面描述的这种电子购物的系统，再到天气宇宙这种大自然的复杂系统。</p><p>尽管信息化以及计算机的通用计算能力具备表达和模拟人类一切可计算的逻辑的能力。然而在数字世界我们似乎还没有感受到这种由复杂系统机制导致的计算智能的能力，这主要是因为前面论述的现代软件构造的基础架构使得应用之间的互操作性很低，从而不利于实现相互交互来形成复杂系统。比如看看我们手机上的应用，几乎每个应用之间都是完全隔离的，尽管理论上用户的数据本身应该在不同应用之间可以共享，但是实际上一个应用很难使用或获取另一个应用产生的数据。这造成的结果就是，虽然现在的应用商店有成千上万的应用，每个用户也下载了非常多在功能和意义上具有相关性的应用，但是这些应用之间从不能真正进行交互，使得这种“多应用”的形态最终没有涌现出更复杂、更丰富、更智能的数字体验。每个应用本身就像一个完全独立的小功能，甚至应用之间由于数据格式的不同，即使是用户想要手动在应用之间形成这种协作，也无法操作，当然除了简单的图片、视频、文字等这几种标准的格式之间可以手动实现交互，其它更多的数据是没有通用格式的。</p><blockquote><p>说明：这里并不是说数字世界完全没有复杂系统产生，但这里本文说的主要是面向C端消费者的应用之间。其它的不同层度的互操作还是有的，但是由于传统软件构造架构的一些基本的能力限制，所以大部分这种互操作性的架构都发生在web之间，Web通过HTTP等协议提供了一些基本但相对比较复杂的互操作机制，大部分企业内部的业务之间都是基于网络传输协议来实现的微服务的形式构成的，这在某种程度上形成了一个复杂系统。此外，超链接URL使得互联网上的信息之间都可以连接起来，尽管它只是一个简单的链接，但是这些链接构成的信息背后的相关性构成了一些逻辑关系，使得它们也涌现出了智能，例如我们沿着这些链接可以寻找到很多很深层次有价值的信息，这些信息作为知识使得我们可以解决一些生活中的重大问题。</p></blockquote><p>所以从这个角度看，构建一套新的软件构造的方法，使得人们可以更方便地去构造复杂系统形式的信息系统，这将带来帧数的数字智能的变革，这将使得计算的能力远远超越一般的逻辑计算。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="计算的本质">计算的本质<a href="#计算的本质" class="hash-link" aria-label="Direct link to 计算的本质" title="Direct link to 计算的本质">​</a></h5><p>在计算机和信息领域，我们理解的计算通常是指按照一定的逻辑和流程执行一些操作，编程语言定义了我们描述逻辑的方式，我们的逻辑用这种编程语言进行描述并形成代码程序，最后在计算机上被执行以完成这个计算。</p><p>然而当我们构建了一个具有复杂系统特性的信息系统的时候，这些涌现的能力是我们“计算”出来的吗？从这个角度看，可能计算的本质并没有那么简单。</p><p>在生物学、数学、统计学、物理学等跟复杂系统相关的科学领域，科学家一直在尝试为复杂系统寻找一些数学上的理论，复杂系统的视角至少从上个世纪50年代就已经在科学研究者中间被广泛思考和接受，例如著名的人工智能先驱 <a href="https://en.wikipedia.org/wiki/Herbert_A._Simon" target="_blank" rel="noopener noreferrer">Herbert A. Simon</a> 就是最早对复杂系统的架构进行分析的科学家，在他的著作《<em><a href="https://en.wikipedia.org/wiki/The_Sciences_of_the_Artificial" target="_blank" rel="noopener noreferrer">The Sciences of the Artificial</a></em>》就大量使用复杂系统的视角来分析所有由人类参与的人工系统。他提出了一些构建这种系统的原则、方法和思维，比如通过目标、界面和环境的关系来描述人工系统，其中的界面其实就相当于子系统之间的边界，界面内部的就是内部功能，系统面对的外部环境就是其交互部分，而目标来源于进化论里面的选择。这些研究工作也为后来的复杂系统在工程上实施提供了许多宝贵的价值。</p><p>然而，最近几十年来，尽管随着生物学、物理、化学等学科的飞速发展给复杂系统的研究提供了很多依据，但是人们至今依然没有找到关于复杂系统的统一的数学理论。更多的研究者都偏向于复杂系统可能没有像其它自然科学一样具有比较明确的统一的数学理论。更多是从复杂系统的一些比较具有共性的一些特征去研究和使用复杂系统。</p><p>分子生物学John E Mayfield在他的著作《The Engine of Complexity: Evolution as Computation》中提出了一种关于复杂系统的解释，即将进化看作一种计算，这样计算就是所有复杂系统背后的引擎。这本书的 <a href="https://www.amazon.com/stores/author/B00DO8488U/about" target="_blank" rel="noopener noreferrer">作者介绍</a> 如下：</p><blockquote><p>From an early age John E Mayfield was fascinated with science of all kinds. This broad interest led to a BA in physics, a PhD in biophysics, and an academic career in the area of molecular biology. In the late 1990s he was introduced to evolutionary computer algorithms and became fascinated by the relationships between biological evolution and computer based evolution and more generally in the linkages between computation and biological process. The Engine of Complexity, Evolution as Computation is based on his consequent studies. The book shows how biological evolution is a special case of a more general computational notion of evolution, and how that general view of evolution explains not only how life is possible but also how human technology and most or all complex outcomes of human society are possible. It is his first book.</p></blockquote><p>John E Mayfield的主要研究方向是关于进化的一般性理论，他指出，传统的复杂系统之所以很难形成统一的数学理论，主要是因为系统之间交互关系是非线性的，而计算机的逻辑计算能力正是解决非线性关系的方法，且具有很强大表达能力，所以他发现将这两种视角结合在一起，用计算的观点就可以解释几乎所有复杂系统的机制。</p><p>作者指出，计算机程序是由能够导致计算机内部发生特定的状态序列并产生输出的命令组成。数据可以视为对外部世界某方面的表示，这样看来，计算就是将方法的表示（算法）作用于对世界某方面的表示（数据）产生内部表示（机器状态）的序列，并得到最终的表示（输出）。在计算机中，内部状态与输入状态互动产生新的内部状态，最终状态就是输出。</p><p>那么如果物理的过程也是计算，程序在哪？作者以如何解释一粒盐为例用计算的观点来解释化学反应，食盐是由钠和氯组成，当等量的钠原子和氯原子混合到一起，就会发生自发的反应，这个化学反应会释放热能量，每个钠原子失去一个电子，每个氯原子获得一个电子。根据库仑定律，带正电的钠离子和带负电的氯离子相互吸引，但不能距离太近，因为填充的能级（化学的轨道）不能相互渗透。当所有钠离子都被氯离子包围，氯离子也被钠离子包围，形成非常规则的3维结构，相抵触的规则时间就会达到最优平衡。能级的物理维度决定了例子之间的最优距离。钠离子和氯离子具有不同的大小，能平衡物理和几何不同需求的状态是一个规则的网格，每个氯离子周围有6个钠离子，每个钠离子周围也有6个氯离子。这个规则的立方体结构向各个方向延伸，从而形成我们所熟悉的盐晶。在适当的温度和浓度条件下钠离子和氯离子相遇就会自发形成这种结构。</p><p>在上述的过程中，涉及两个基本物理定律，一个是库仑定律，它说明电荷越接近，作用力就越大。但如果仅仅是这样，钠离子和氯离子就会挤碎在一起。而这一切没有发生是因为另一个量子力学中的被称为泡利不相容原理的规则。量子力学规则的一个特点是系统是按“能级”划分的，对于原子这意味着电子处于某个能级并且与质子的距离不能低于最低的能级。这种规则的结果是使得不同的能级只能占据一定数量的电子。</p><p>量子力学、库仑定律以及数字的相互作用赋予了每种化学元素独有的特征。John E Mayfield从计算的观点看，钠和氯原子各自带有自身表示的信息，当一定的条件发生时，它们会相互作用，发生相互作用的计算过程正是由基本的物理规则引起的，例如这里的库仑定律和量子力学规则，这些基础的物理规律编码了其中的计算算法。</p><p>按照这种视角，所有的进化系统或者复杂系统都可以用计算的观点进行解释。这种计算的视角对于我们构建软件计算架构最核心的意义在于，这种系统的计算是自动发生的，它没有某个中央控制器。在物理过程种，作者将物理规律在整个进化计算过程种充当的驱动自发计算的方式称为“免费的结构”，即我们自然界的所有基本的物理规则驱动着整个宇宙种复杂系统的计算。</p><p>回到我们的软件架构，我们已经具备了定义子系统以及让子系统之间进行互操作的能力，那么在没有中央控制器的情况下，怎样形成这种自发的子系统之间的交互呢？这就涉及我们的组件参数声明与全局变量之间的解耦，当我们的组件只是声明对某些数据感兴趣，而不需要自己去获取这些数据的地址的时候，借助我们的类型系统，系统就可以自动推导出它需要与哪些子系统进行交互，所以系统能够动态根据这种子系统之间的变化来决定这种交互东西，尽管系统在不还是有一个类似的分配器在工作，但是从组件或者子系统看来，这些子系统与其它子系统之间的交互是<strong>“自发的”</strong>，即：</p><ul><li>子系统只需要声明自己感兴趣的数据，就像原子声明了自己的表示。</li><li>只要条件满足，子系统之间就可以进行交互，这个条件在物理过程中是自发进行的，在我们的系统中它也是自发进行的，因为系统会根据多个子系统之间的条件进行判断，满足条件的子系统之间就会被执行计算。</li></ul><p>这里系统的调度充当了物理过程中那些物理定律对应的免费的结构，只不过我们不是像物理过程那样具有各式各样的物理定律来定义不同的结构，而是定义一个统一的规则，这个规则根据输入输出类型来计算交互的条件，而这些类型本身编码了各种各样的规则。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="进化的系统">进化的系统<a href="#进化的系统" class="hash-link" aria-label="Direct link to 进化的系统" title="Direct link to 进化的系统">​</a></h5><p>前面两节论述了复杂系统怎样通过多系统非线性和自发的的交互，来涌现整个系统的智能，以及我们的软件架构使用怎样的机制来支撑复杂系统的这种结构特征。</p><p><strong>然而一个复杂系统是怎么形成的，这是另一个非常深刻的话题</strong>。传统的一个软件都是由某个公司内部大量的研发团队通过数个月以及数个不同职能的团队的协作共同完成的，它们的一个被认为理所当然以至于我们一般都不会去思考的特征是：一旦开发商发布产品，则意味着整个软件产品的功能全部开放完毕，从外界用户感知来看，他们一下子就开发出了一个功能确定且完整的产品。</p><p>在上述这样传统的软件产品中，我们一般认为它的业务逻辑是相对容易被开发团队理解的，因为尽管业务细节都带有很多复杂性，但是一个团队研发的某个软件产品在整体逻辑上处于某个特定领域，有一些特定的逻辑，因此其复杂度基本上都是在可管理的范围之内。但如前面所述，如果一个复杂系统作为一个整体，它的复杂度是很难被人理解和管理的，那么我们应该怎样去开发一个你甚至都不能理解整体功能的复杂系统产品呢？</p><p>回到前面电子购物的复杂系统，它呈现三个特征：</p><ul><li>首先是每个子系统都是由独立的实体在开发及运行，这是复杂系统的基本特征；</li><li>其次是每个子系统内部都在独立迭代，例如交通子系统由火车到动车，由普通的公路到全国高速路网；物流公司由以前的长途配送，到增加最后一公里的送货上门，上门取件；</li><li>再次，整个系统中不断有新的子系统加入，这些可能是跟其它某些子系统功能相似但是处理不同类型任务的子系统，如新增不同的电商平台，以及新增快递公司；也可能是基于现有整体系统能力延升出来的处理新的类型业务的子系统，比如外卖就是一种不同于传统电商的服务类型，但它是基于在线购物和快递发展到一定成都时候才会产生的新的服务类型，及它的出现需要基于其它系统的演进。</li></ul><p>从上面的过程我们可以看出，整个电子购物的复杂系统不是像传统软件那样一次性构建出来的，它们是进化出来的。所有复杂系统的功能演进都是一个进化的过程。</p><p>下面我们来分析我们的软件架构在一个进化系统的框架下是怎么工作的。根据《复杂的引擎》一书，所有进化过程的共同特征包括以下5个要素：</p><ul><li><strong>个体</strong>，它们一般有各种名字，比如：生物、自主体、基因、概念和公司。</li><li><strong>可遗传的特征</strong>，个体的描述信息。以某种形式编码为个体本身的一部分，生物的这种信息编码为DNA。</li><li><strong>个体可以繁殖或复制</strong>，通过这个机制，个体从父辈或之前的个体拷贝编码信息。</li><li><strong>变化机制</strong>，信息在复制、繁殖或维护过程中必须有机会产生适应度的改变。在许多系统中变化机制就是复制过程中产生的错误。</li><li><strong>基于特征的选择</strong>，繁殖（或复制）的成功必须部分取决于各个体编码信息所描述的特征。</li></ul><p>只要系统同时具备了这5个要素，个体组成的群体中的编码信息以及相应的个体特征就会随着时间改变；遗传的个体特性也必然会越来越适应决定繁殖（复制）成功率的标准。</p><p>上述这是进化论中的知识，比如在生物的进化论中，生物个体携带DNA，其中编码了个体本身的特征，这些特征可以通过繁殖被复制到新的个体中，并且这个复制的过程中可以产生一定的变异，这种变异通常是随机的，进而形成一些新的特征，这些新的特征能否被保留下来，取决于自然选择，即它能不能具有更大的优势保障个体的生存。具有这种逻辑结构的系统会累积适应选择标准的编码信息。在自然和生物系统中，它们通常利用随机变化做到这一点，有时候也会利用非随机变化，以免偶然性过大，不利于产生有用或有趣的东西。因此这个信息累积和改进的过程就是概率计算，它有效的原因很简单，很小的变化通常是有可能的，而无目的的大变化基本不可能发生，通过小的并非很不可能的变化，并累积好的变化，就有可能达到本来很难达到的目标。</p><p>进化论的思想几乎可以解释一切生物和大自然的复杂系统，但如果直接将这一套方式作用于我们的软件开发则是不合适的，首先完全依赖于随机变化的效率会比较低，其次通过漫长的自然选择则会使系统的演进很慢，想想我们人类的智力演进是多么漫长的一个过程。</p><p>因此我们必须保留进化论的精髓，同时要在效率部分做出不同的处理。下面分析我们的架构其中包含的进化思想。</p><p>对于计算机，进化的信息是软件代码。我们来看在我们的系统中怎样对应和解释这5个要素：</p><p><strong>个体</strong>：就是包含了自身功能代码的各个子系统，例如一个智能体（Agent）程序。</p><p><strong>可遗传的特征</strong>：我们的代码显然像DNA编码了生物个体特征意义，它编码的整个程序的特征（功能），很显然，代码是可以复制和遗传的。</p><p><strong>个体可以繁殖或复制</strong>：你只要复制了另一个智能体的代码或者说你的系统以某种方式可以包含或者调用另一个子系统的代码，其实这在软件中也是一种形式的复制。</p><p><strong>变化的机制</strong>：生物或自然系统的变化机制主要是靠随机过程，它主要体现在对编码信息的部分随机修改。我们的软件系统显然不是对已有的程序去添加一些随机的修改，因为那样的程序大部分情况下根本就无法运行。我们的随机性主要来源于一个新的开发者像一个已有的程序中添加部分能够修改程序行为的代码，举个例子，原来的程序包含A组件，现在借助我们的互操作性，这样的程序可以很方便与其它程序进行交互，现在有另一个开发者开发了一个能够与A组件进行互操作的程序，然后某个用户同时购买了A和B两个组件，那么它们整体看就是产生了变化。所以我们的子程序之间的互操作性，以及函数级的可组合性，这些都是变化的机制，我们后面会详细介绍其中的技术细节。</p><p>在传统的软件中，我们也可以对已有的软件进行修改，从而实现类似上面这种变化。但是因为传统的软件只是对开发商内部是公开的，所以只有一个很小的团体能够改进软件，这就会使得软件的变化的概率非常小，甚至在某个程度之后停止变化，因为这个开发商的研发人员数量在整个人类完全是可以忽略的。而在一个开放的软件时间，这样的变化是完全不受限制的，因此进化的概率更大，更有可能进化出完全意想不到的结果，因为这里面能够导致变化的开发者人员的数量基数是非常大的，后面我们也将详细分析我们怎样通过简化程序结构来使得更多的非程序员可以编写程序。</p><p><strong>基于特征的选择</strong>：这些变化出的机制是否有效，取决于它们是否适应和满足人们的某些目标。所以当这些变化发生之后，新的子系统会产生，然后会有一部分用户有机会是使用这些新的子系统，在使用过程中，如果这些子系统很好地解决了人们对数字世界的一些需求，那么它们就会被选择，即它们适应了选择，否则这样的新的子系统则会很快被淘汰。</p><p>这种选择机制在软件的消费中倒是非常有效，但是这种方式显然还没有真正促进软件大规模的进化，例如看看我们手机里的应用及其形态，大部分的应用已经有很多年没有太大的进化了，而相反，我们的数字世界的功能也没有变得非常的丰富和智能。这种缓慢的进化与两个要素有关，一是上面讲到的变化的缓慢，二是跟这里的选择机制有关，即人们其实没有太多选择，就导致选择并没有在整个系统中表现出很强的力量。</p><p>现代的软件都累积了很多的功能，用户要么购买及使用整个软件，要么就使用不了软件，大部分情况下我们必须要使用其中的核心产品功能，所以不得不安装，但是其中包含的大量功能我们完全无法选择，因为没有选择这也会导致开发商并没有那么大的选择压力。</p><p>我们的系统是一个完全动态的系统，用户可以选择完全不同的子系统组合，这也就意味着用户对每个很小的子系统有很高效的选择机制，这就会催生一个完全不同效率的进化系统。在我们系统架构中，动态性和互操作性在遗传、变化和选择这三个重要的进化要素中都发挥了重要作用，从而整体呈现出更高效的进化效率。通过这种进化的力量，演进出复杂的系统功能，从而使数字世界表现出更加智能、复杂和丰富。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="外在结构和内在结构">外在结构和内在结构<a href="#外在结构和内在结构" class="hash-link" aria-label="Direct link to 外在结构和内在结构" title="Direct link to 外在结构和内在结构">​</a></h3><p>前面我们从互操作和复杂系统机制的层面对RealityIS的架构哲学进行了一些介绍，在了解这两个部分的内容之后，我们再来系统地梳理一下其中的逻辑，使我们对整个系统架构有更清晰的认识。</p><p>从整体看，RealityIS的两个设计目标或特性是：</p><ul><li><strong>互操作性</strong></li><li><strong>自我进化</strong></li></ul><p>所有的技术思想和对现有技术的改进思路都是围绕上述两大目标的，其中互操作性解决的问题是要让任何子程序能够非常轻易地跟外界通信和交互，这既是复杂系统结构所需要的基本特性，也是实现一个广泛相互协作而繁荣的数字经济的基础，想想我们现实世界人与人、实体与实体、人与社会等各种关系都是有非常广泛而深刻的交互的，在计算机的世界，交互就是互操作。</p><p>自我进化，是复杂系统构建和演化的核心机制，我们不是一次性通过某个实体就开发了整个系统的功能，而是通过子系统之间的相互协作来进化出各种更复杂的功能，对应的软件开发的过程中，这要求系统具有非常动态的能力，能够动态地新增或者删除子系统，同时也要求这些子系统之间具有自治的能力，这样系统才能自发地进行进化，而不需要全局干预。</p><p>围绕着两个目标，我们发现传统的软件构造体系根本就是跟这两个目标相悖的，这主要体现在：</p><ul><li>数据与代码的耦合使软件失去了互操作性，同时也造成了中心化治理的结果</li><li>局部代码在获取决策上下文时与全局信息的耦合使软件失去了自治的能力</li></ul><p>针对这两个问题，我们分别从区块链和复杂系统理论中寻找到对应的理论支持，使我们可以获得一个非常简洁、干净、稳定、而又功能强大的技术架构。它们形成整个技术架构的两个结构，我们称之为外部结构和内部结构，如下图所示：</p><p><img loading="lazy" src="/assets/images/two-level-arch-7e37f36117f6d26629aad4ef6d6d65d3.svg" width="765" height="235" class="img_ev3q"></p><p>针对互操作性，我们从区块链中得到启示，尽管不是很直接，但是它为了实现去中心化采取的将数据与计算分离，并在虚拟机中在运行时对数据进行授权的技术流程，被我们很巧妙地用一套动态的类型系统进行一般化，使之能够支持更广泛的数据类型，同时又能确保用户的数据安全。这样的调整使得我们完全实现了互操作性，这种互操作性不光使得不同开发者开发的应用程序可以在一些协同计算，相互交互，更重要的是为复杂系统的构建奠定了基础：这样一个系统的功能有机会被多个自治的子系统进行融合而形成，而不是仅仅只有一家开发商构建，那样其能提供的功能的复杂度将会远远低于复杂系统。我们称这些由互操作性带来的结构为外部结构，它反应的是子系统与外界交互的能力。</p><p>针对自我进化，我们从复杂系统的理论中得到启示，其核心的思想是自治能力，即子系统可以在不经过中央或者全局控制的情况下实现局部子系统之间的交互，因为这种交互不光带来安全隐患，还使得子系统可能会受限于中央控制器而不容易去单独扩展能力，而这是进化系统的基础。为了解决这个我们，我们从游戏开发界最新的ECS架构得到启示，并结合我们的动态类型系统，实现一个基于类型的局部自治架构，在这样的架构中，子系统只需要声明关注的数据类型，即可以定义与其它子系统之间的交互关系。围绕这些机制，我们还进一步分析了整个系统的进化过程，它遵循生物或自然界中复杂系统进化相似的原理或过程。我们称这部分结构为内在结构，它决定着一个子系统内部怎样去演进和进化。</p><p>在内部结构和外部结构之外的系统中，用户则牢牢掌握着所有的数据权限，并通过数据权限控制着整个程序的运行，包括一个子系统是否可以访问用户的某些数据，以及一个子系统是否可以与其它子系统进行交互，甚至一个子系统即使已经被用户安装到用户的应用环境，它仍然可以通过数据被完全禁止运行。用户对数据的权限被牢牢地集成到系统的虚拟机中，</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="realityis系统架构">RealityIS系统架构<a href="#realityis系统架构" class="hash-link" aria-label="Direct link to RealityIS系统架构" title="Direct link to RealityIS系统架构">​</a></h2><p>对互操作性的改进：</p><ul><li>由调用过程获取结果，变为直接获取其过程，即将被调过程执行的结果存储在一个语义数据，这样就是一个类型或者数据本身包含了互操作性，就简化为数据管理的问题（游戏中的机制）</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="构建一个动态类型系统">构建一个动态类型系统<a href="#构建一个动态类型系统" class="hash-link" aria-label="Direct link to 构建一个动态类型系统" title="Direct link to 构建一个动态类型系统">​</a></h3><p>两个目的：</p><ul><li>类型解析，做依赖分离</li><li>数据和功能分离，通过类型的解析控制，来阻止未授权程序的访问，当然实际不是运行到某个函数时在检查，而是组件可以根据类型信息提前检查出来</li></ul><p>动态授权很重要，如果没有这个控制，只是在Actor之间传递字符串，意味着某个Actor被执行，就无法控制它访问数据。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="建立一个互操作抽象">建立一个互操作抽象<a href="#建立一个互操作抽象" class="hash-link" aria-label="Direct link to 建立一个互操作抽象" title="Direct link to 建立一个互操作抽象">​</a></h3><p>逻辑抽象，不涉及编程语言与编译器开发</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="简化数据获取">简化数据获取<a href="#简化数据获取" class="hash-link" aria-label="Direct link to 简化数据获取" title="Direct link to 简化数据获取">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="简化程序结构">简化程序结构<a href="#简化程序结构" class="hash-link" aria-label="Direct link to 简化程序结构" title="Direct link to 简化程序结构">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="复杂系统由主动到被动自动运行">复杂系统：由主动到被动自动运行<a href="#复杂系统由主动到被动自动运行" class="hash-link" aria-label="Direct link to 复杂系统：由主动到被动自动运行" title="Direct link to 复杂系统：由主动到被动自动运行">​</a></h3><p>局部驱动</p><p>应用由主动执行到被动持续执行，跟用户的主动输入不是同步的，可能是自动执行的，用户怎么感知系统变化状态</p><blockquote><p>应用由主动执行到被动持续执行，跟用户的主动输入不是同步的，可能是自动执行的，用户怎么感知系统变化状态</p><p><a href="https://www.zhihu.com/question/26387327/answer/3158798538" target="_blank" rel="noopener noreferrer">https://www.zhihu.com/question/26387327/answer/3158798538</a></p></blockquote><h3 class="anchor anchorWithStickyNavbar_LWe7" id="非中心化的系统交互">非中心化的系统交互<a href="#非中心化的系统交互" class="hash-link" aria-label="Direct link to 非中心化的系统交互" title="Direct link to 非中心化的系统交互">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="虚拟机-1">虚拟机<a href="#虚拟机-1" class="hash-link" aria-label="Direct link to 虚拟机" title="Direct link to 虚拟机">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="字节码">字节码<a href="#字节码" class="hash-link" aria-label="Direct link to 字节码" title="Direct link to 字节码">​</a></h4><p>本质上结构跟Wasm相似，可以做到很底层，都是函数级的数据，只是函数调转的机制不一样。</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;magic&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;version&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;1.0.0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token comment" style="color:rgb(98, 114, 164)">// VM的版本号，类型的解释方法一般不变</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;inputs&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain">         </span><span class="token comment" style="color:rgb(98, 114, 164)">// 内部Standard格式可能存在和用户版本不兼容，运行时检查</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;User&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;version&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;1.0.0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;String&quot;</span><span class="token plain">，</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;age&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;int&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;standards&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;Car&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;components&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;add_com&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;inputs&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;User&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;output&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain">   </span><span class="token comment" style="color:rgb(98, 114, 164)">// 内部方法</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;outputs&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain">      </span><span class="token comment" style="color:rgb(98, 114, 164)">// 可能存在版本不兼容</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;codes&quot;</span><span class="token plain">&quot; </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">         </span><span class="token comment" style="color:rgb(98, 114, 164)">// 将所有代码放在一起，Component还有其它参数信息影响缓存连贯性</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="inputs">inputs<a href="#inputs" class="hash-link" aria-label="Direct link to inputs" title="Direct link to inputs">​</a></h4><p>将属性定义都拷贝进Agent内部，一是方便Agent编辑，同时考虑到后面Component的参数签名是跟Standard的属性名字绑定的，并没有像传统编译器那样编译为地址，例如：</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;inputs&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;User&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;version&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;1.0.0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;String&quot;</span><span class="token plain">，</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;age&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;int&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>但是运行时检查到版本不一致时，自动做一些转化。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="standard版本兼容">Standard版本兼容<a href="#standard版本兼容" class="hash-link" aria-label="Direct link to Standard版本兼容" title="Direct link to Standard版本兼容">​</a></h5><p>为了避免不断的更新，实行两个策略：</p><ul><li>小版本必须兼容</li><li>大版本必须更新Agent，否则不让运行</li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="小版本兼容">小版本兼容<a href="#小版本兼容" class="hash-link" aria-label="Direct link to 小版本兼容" title="Direct link to 小版本兼容">​</a></h6><ul><li>修改字段名字</li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="大版本更新">大版本更新<a href="#大版本更新" class="hash-link" aria-label="Direct link to 大版本更新" title="Direct link to 大版本更新">​</a></h6><ul><li>增加字段</li><li>删除字段</li><li>修改字段类型 = 删除字段 + 增加字段</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="lua与宿主交互">Lua与宿主交互<a href="#lua与宿主交互" class="hash-link" aria-label="Direct link to Lua与宿主交互" title="Direct link to Lua与宿主交互">​</a></h4><p>类型解耦，</p><p>Python没有Lua那样的动态类型，先支持Lua</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="realityis技术特征">RealityIS技术特征<a href="#realityis技术特征" class="hash-link" aria-label="Direct link to RealityIS技术特征" title="Direct link to RealityIS技术特征">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="执行流程">执行流程<a href="#执行流程" class="hash-link" aria-label="Direct link to 执行流程" title="Direct link to 执行流程">​</a></h3><p>传统几种模式：</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="函数调用关系">函数调用关系<a href="#函数调用关系" class="hash-link" aria-label="Direct link to 函数调用关系" title="Direct link to 函数调用关系">​</a></h4><p>实际上是转化为程序的传统结构</p><ul><li>需要管理函数实例及其地址</li><li>需要关系参数的链接</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="流程顺序">流程顺序<a href="#流程顺序" class="hash-link" aria-label="Direct link to 流程顺序" title="Direct link to 流程顺序">​</a></h4><p>Hodini的方式</p><ul><li>不用管理函数实例</li><li>按类型名字进行获取数据</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="shadegraph">ShadeGraph<a href="#shadegraph" class="hash-link" aria-label="Direct link to ShadeGraph" title="Direct link to ShadeGraph">​</a></h4><ul><li>管理依赖关系</li><li>依赖关系由变量名称确定，即是类型的实例，即是参数的连接，只不过定义了全局参数，而不是从函数的输入输入去连</li></ul><p>变量名字不易于复用</p><div class="language-c++ codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-c++ codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">// Create the graph - it starts out empty</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphCreate(&amp;graph, 0);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// For the purpose of this example, we&#x27;ll create</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// the nodes separately from the dependencies to</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// demonstrate that it can be done in two stages.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// Note that dependencies can also be specified</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// at node creation.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;a, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;b, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;c, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;d, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// Now set up dependencies on each node</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;a, &amp;b, 1);     // A-&gt;B</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;a, &amp;c, 1);     // A-&gt;C</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;b, &amp;d, 1);     // B-&gt;D</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;c, &amp;d, 1);     // C-&gt;D</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><blockquote><p>到目前为止<strong>cuda graph</strong>的依赖需要用户手动设置。当kernel或其他操作输入变量变化时，<strong>cuda graph</strong>需要用户手动更新节点参数。</p><p>当我们面对大量节点与输入参数时，手动来构造<strong>cuda graph</strong>和更新节点就不太现实，于是<strong>muda</strong>自动计算图就应运而生了。</p></blockquote><blockquote><p>在1）部分我们定义了<strong>graph var</strong>，这些<strong>graph var</strong>在<strong>muda</strong> <strong>compute graph</strong>中只表示一种虚拟资源（<strong>muda compute graph</strong> 默认所有的虚拟资源相互之间不产生重叠，即内存不发生overlap）。一般我们会要求图的输入变量为一个viewer（他本身不拥有资源，只是一个资源的访问器，是trivially copyable的），或是一个值类型。如果你知道你在干什么，那么你也可以使用奇技淫巧。</p></blockquote><p>在2）部分，我们定义了<strong>graph nodes</strong>。注意，<strong>graph nodes</strong>的定义顺序会影响<strong>graph nodes</strong>的依赖关系，<strong>graph nodes</strong>的定义顺序应该是所有任务的逻辑顺序，这非常的intuitive！我们的所有串行代码都是这么写的。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="cogine">Cogine<a href="#cogine" class="hash-link" aria-label="Direct link to Cogine" title="Direct link to Cogine">​</a></h4><p>从上述的方案中总结：</p><ul><li>要想简化，都需要全局数据，不管是Houdini中的几何数据，还是ShaderGraph中由变量名字确定的全局数据，这样避免牵涉对函数细节的了解</li><li>流程比实际的函数调用更简单，如Houdini和ShaderGraph</li><li>用户理解流程很重要，相比由输入输出来确定参数不太利于管理和控制，比如你要修改流程就必须去修改变量名字；相同的流程在一个系统中多次执行则要定义不同语义的变量名字</li></ul><p>像ShaderGraph通常是固定的流程，没有Control FLow，即每个流程都会被执行，并且通常能被计算出一个线性的执行顺序使其可以保证其中定义的依赖关系。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性-1">互操作性<a href="#互操作性-1" class="hash-link" aria-label="Direct link to 互操作性" title="Direct link to 互操作性">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="可组合性">可组合性<a href="#可组合性" class="hash-link" aria-label="Direct link to 可组合性" title="Direct link to 可组合性">​</a></h3><p>传统两种组合方式，一种是单纯对象级别的组合，例如Unity的Component，一种是函数式编程中的组合，通过高阶函数</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="个性化">个性化<a href="#个性化" class="hash-link" aria-label="Direct link to 个性化" title="Direct link to 个性化">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="动态性-1">动态性<a href="#动态性-1" class="hash-link" aria-label="Direct link to 动态性" title="Direct link to 动态性">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="分布式">分布式<a href="#分布式" class="hash-link" aria-label="Direct link to 分布式" title="Direct link to 分布式">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="语义化">语义化<a href="#语义化" class="hash-link" aria-label="Direct link to 语义化" title="Direct link to 语义化">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="组件化">组件化<a href="#组件化" class="hash-link" aria-label="Direct link to 组件化" title="Direct link to 组件化">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="被动式">被动式<a href="#被动式" class="hash-link" aria-label="Direct link to 被动式" title="Direct link to 被动式">​</a></h3><p>被通知，持续运行</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="应用">应用<a href="#应用" class="hash-link" aria-label="Direct link to 应用" title="Direct link to 应用">​</a></h2><h2 class="anchor anchorWithStickyNavbar_LWe7" id="挑战">挑战<a href="#挑战" class="hash-link" aria-label="Direct link to 挑战" title="Direct link to 挑战">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="技术挑战">技术挑战<a href="#技术挑战" class="hash-link" aria-label="Direct link to 技术挑战" title="Direct link to 技术挑战">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="动态类型带来的性能问题">动态类型带来的性能问题<a href="#动态类型带来的性能问题" class="hash-link" aria-label="Direct link to 动态类型带来的性能问题" title="Direct link to 动态类型带来的性能问题">​</a></h4><p>改进语言虚拟机，去掉函数栈等控制的机制，仅保留代码执行</p><p>编译为像WASM的字节码，WASM本身就是按函数级定义的，其实我们的机制正是对应这种，只不过函数换成我们的组件</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="程序的持续运行模式">程序的持续运行模式<a href="#程序的持续运行模式" class="hash-link" aria-label="Direct link to 程序的持续运行模式" title="Direct link to 程序的持续运行模式">​</a></h4><h4 class="anchor anchorWithStickyNavbar_LWe7" id="对涌现能力的预测">对涌现能力的预测<a href="#对涌现能力的预测" class="hash-link" aria-label="Direct link to 对涌现能力的预测" title="Direct link to 对涌现能力的预测">​</a></h4><p>类似于游戏测试</p><p>可能很多人的经验和知识在于去控制和发现这种结构，然后筛选出更有价值的结构，这就是进化论里面的选择。</p><p>智能必须依赖于较大的突变和选择，较大的突变必须要有条件能够生产非常多错误的结果。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="用户体验挑战">用户体验挑战<a href="#用户体验挑战" class="hash-link" aria-label="Direct link to 用户体验挑战" title="Direct link to 用户体验挑战">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="用户从功能管理到数据管理">用户从功能管理到数据管理<a href="#用户从功能管理到数据管理" class="hash-link" aria-label="Direct link to 用户从功能管理到数据管理" title="Direct link to 用户从功能管理到数据管理">​</a></h4><p>启示这已经比较普遍，只是管控的是API，但是API代表的就是一种数据的获取，</p><p><img loading="lazy" alt="phone-setting" src="/assets/images/phone-setting-7be5932f5b259dc09827086754bdb118.jpg" width="1170" height="2532" class="img_ev3q"></p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="应用由主动执行到被动持续执行">应用由主动执行到被动持续执行<a href="#应用由主动执行到被动持续执行" class="hash-link" aria-label="Direct link to 应用由主动执行到被动持续执行" title="Direct link to 应用由主动执行到被动持续执行">​</a></h4><p>跟用户的主动输入不是同步的，可能是自动执行的，用户怎么感知系统变化状态</p><p>我们需要被通知，而不是一个我要做什么的数字世界</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="动态的数字世界">动态的数字世界<a href="#动态的数字世界" class="hash-link" aria-label="Direct link to 动态的数字世界" title="Direct link to 动态的数字世界">​</a></h4><p>人天生就是使用观察动态世界的，只是你要给出合适的方式，比如尤其是考虑到屏幕的交互，以及数字世界的信息量远多于现实世界</p><p>例如股票就是这样</p><p>传统的数字世界都是一致的，而且事实证明用户在使用一个新应用的时候，新应用带来的阻碍都很大的，不管是认知、体验、交互等等</p><p>所以需要一致的交互体验，大模型对话式的交互方式可以大大简化传统GUI方面的复杂度和丰富性，比如小程序就是一种类似的体验，虽然应用内容不一样，但是用户使用新的应用的流程比较一致，所以并没有造成太大的阻碍。</p><p>当然用户也不是一直在换，大体说很长一段时间还是稳定的，但是社会发现有新的有价值的应用时传播得会更快。</p><p>少量的比较追踪科技的用户则会更习惯这种能够快速体验到新产品的节奏和感觉。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="展望">展望<a href="#展望" class="hash-link" aria-label="Direct link to 展望" title="Direct link to 展望">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动硬件创新">驱动硬件创新<a href="#驱动硬件创新" class="hash-link" aria-label="Direct link to 驱动硬件创新" title="Direct link to 驱动硬件创新">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动软件架构创新">驱动软件架构创新<a href="#驱动软件架构创新" class="hash-link" aria-label="Direct link to 驱动软件架构创新" title="Direct link to 驱动软件架构创新">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动数字形态创新">驱动数字形态创新<a href="#驱动数字形态创新" class="hash-link" aria-label="Direct link to 驱动数字形态创新" title="Direct link to 驱动数字形态创新">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动操作系统创新">驱动操作系统创新<a href="#驱动操作系统创新" class="hash-link" aria-label="Direct link to 驱动操作系统创新" title="Direct link to 驱动操作系统创新">​</a></h3><h2 class="anchor anchorWithStickyNavbar_LWe7" id="总结">总结<a href="#总结" class="hash-link" aria-label="Direct link to 总结" title="Direct link to 总结">​</a></h2><p>未来可能类型系统和数据集成到操作系统或手机本地的基础设施</p><p>或者一个或多个分布式系统，但总归分布式系统的能力是更强大的，操作系统支持会简化数据的管理</p></article></div><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#摘要" class="table-of-contents__link toc-highlight">摘要</a></li><li><a href="#问题" class="table-of-contents__link toc-highlight">问题</a><ul><li><a href="#去中心化和数据安全" class="table-of-contents__link toc-highlight">去中心化和数据安全</a></li><li><a href="#互操作和用户内容创作" class="table-of-contents__link toc-highlight">互操作和用户内容创作</a></li><li><a href="#多智能体相互协作机制" class="table-of-contents__link toc-highlight">多智能体相互协作机制</a></li></ul></li><li><a href="#相关知识" class="table-of-contents__link toc-highlight">相关知识</a><ul><li><a href="#互操作性" class="table-of-contents__link toc-highlight">互操作性</a></li><li><a href="#面向对象编程模型" class="table-of-contents__link toc-highlight">面向对象编程模型</a></li><li><a href="#虚拟机" class="table-of-contents__link toc-highlight">虚拟机</a></li><li><a href="#基于组合与ecs" class="table-of-contents__link toc-highlight">基于组合与ECS</a></li><li><a href="#隔离与沙盒技术" class="table-of-contents__link toc-highlight">隔离与沙盒技术</a></li><li><a href="#复杂系统" class="table-of-contents__link toc-highlight">复杂系统</a></li></ul></li><li><a href="#realityis架构哲学" class="table-of-contents__link toc-highlight">RealityIS架构哲学</a><ul><li><a href="#建立互操作数据抽象" class="table-of-contents__link toc-highlight">建立互操作数据抽象</a></li><li><a href="#基于复杂系统的计算架构" class="table-of-contents__link toc-highlight">基于复杂系统的计算架构</a></li><li><a href="#外在结构和内在结构" class="table-of-contents__link toc-highlight">外在结构和内在结构</a></li></ul></li><li><a href="#realityis系统架构" class="table-of-contents__link toc-highlight">RealityIS系统架构</a><ul><li><a href="#构建一个动态类型系统" class="table-of-contents__link toc-highlight">构建一个动态类型系统</a></li><li><a href="#建立一个互操作抽象" class="table-of-contents__link toc-highlight">建立一个互操作抽象</a></li><li><a href="#简化数据获取" class="table-of-contents__link toc-highlight">简化数据获取</a></li><li><a href="#简化程序结构" class="table-of-contents__link toc-highlight">简化程序结构</a></li><li><a href="#复杂系统由主动到被动自动运行" class="table-of-contents__link toc-highlight">复杂系统：由主动到被动自动运行</a></li><li><a href="#非中心化的系统交互" class="table-of-contents__link toc-highlight">非中心化的系统交互</a></li><li><a href="#虚拟机-1" class="table-of-contents__link toc-highlight">虚拟机</a></li></ul></li><li><a href="#realityis技术特征" class="table-of-contents__link toc-highlight">RealityIS技术特征</a><ul><li><a href="#执行流程" class="table-of-contents__link toc-highlight">执行流程</a></li><li><a href="#互操作性-1" class="table-of-contents__link toc-highlight">互操作性</a></li><li><a href="#可组合性" class="table-of-contents__link toc-highlight">可组合性</a></li><li><a href="#个性化" class="table-of-contents__link toc-highlight">个性化</a></li><li><a href="#动态性-1" class="table-of-contents__link toc-highlight">动态性</a></li><li><a href="#分布式" class="table-of-contents__link toc-highlight">分布式</a></li><li><a href="#语义化" class="table-of-contents__link toc-highlight">语义化</a></li><li><a href="#组件化" class="table-of-contents__link toc-highlight">组件化</a></li><li><a href="#被动式" class="table-of-contents__link toc-highlight">被动式</a></li></ul></li><li><a href="#应用" class="table-of-contents__link toc-highlight">应用</a></li><li><a href="#挑战" class="table-of-contents__link toc-highlight">挑战</a><ul><li><a href="#技术挑战" class="table-of-contents__link toc-highlight">技术挑战</a></li><li><a href="#用户体验挑战" class="table-of-contents__link toc-highlight">用户体验挑战</a></li></ul></li><li><a href="#展望" class="table-of-contents__link 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class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container margin-vert--xl"><div class="row"><div class="col col--6"><div class="col-demo"><div style="display:flex;gap:5px;flex-wrap:nowrap;align-items:center"><h1 class="hero__title">Reality World</h1></div><div class="hero__subtitle margin-top--lg"><p>Reality World是一个可以加载和运行遵循Cogine定义的Agent格式的应用， 它也是一个模拟器，开发者可以使用它调试Agent程序。</p><p>任何安装Reality World 应用的用户之间都可以很方便地创建和分享Agent程序，这使得它成为一个Agent开发和部署的平台。</p></div><div class="intro__buttons margin-top--lg"><a class="button button--lg button--primary" href="/zh/">Read More</a></div></div></div><div class="col col--6"><div class="col-demo"><div class="hero__image hero__image__mobile"><img src="/img/home/reality-create.png" style="width:500px"></div></div></div></div></div><section class="page__section"><div class="container"><div class="row" style="flex-direction:row"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>一个子程序的虚拟机、平台和模拟器</h2><div><p>我们定义了一个微程序（如AI智能体）的标准格式，它是图灵完备的程序，这个程序可以被动态加载和运行。</p><p>基于这种标准格式，我们开发了一个虚拟机用于动态解释和执行这种程序，这种动态性使得任何个人都可以开发和分享自己的个性化程序，就像分享一个URL那么简单，这将大大简化程序的创建和发布流程。</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">阅读更多</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><svg width="561.976" height="261.549" viewBox="0 0 148.689 69.201" xml:space="preserve" xmlns="http://www.w3.org/2000/svg"><defs><marker style="overflow:visible" id="b" refX="0" refY="0" orient="auto-start-reverse" markerWidth="1" markerHeight="1" viewBox="0 0 1 1" preserveAspectRatio="xMidYMid"><path transform="scale(.5)" style="fill:context-stroke;fill-rule:evenodd;stroke:context-stroke;stroke-width:1pt" d="m5.77 0-8.65 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style="fill:none;fill-opacity:1;fill-rule:evenodd;stroke:#10b207;stroke-width:0.574;stroke-linecap:butt;stroke-linejoin:miter;stroke-dasharray:none;stroke-opacity:1;marker-end:url(#b)" d="m59.277 124.806 22.48-.065"></path><path style="fill:none;fill-opacity:1;fill-rule:evenodd;stroke:#10b207;stroke-width:0.542;stroke-linecap:butt;stroke-linejoin:miter;stroke-dasharray:none;stroke-opacity:1;marker-end:url(#c)" d="m107.346 130.55 14.144-.093"></path><path style="fill:none;fill-rule:evenodd;stroke:#000;stroke-width:0.565;stroke-linecap:butt;stroke-linejoin:miter;stroke-dasharray:none;stroke-opacity:1" d="m131.253 112.555 15.324.182M131.248 115.687l15.323.182M131.246 118.825l15.324.182M131.175 122.228l15.323.183M141.409 125.687l15.323.182M141.4 128.396l15.324.182"></path><rect style="fill:#a0da9e;fill-opacity:1;stroke:#f7dcf1;stroke-width:0.564999;stroke-linecap:round;stroke-miterlimit:2.5;stroke-dasharray:none;stroke-opacity:1" width="25.266" height="4.013" x="131.892" y="148.401" ry="2.007"></rect></g></svg></div></div></div></div></div></section><section class="page__section"><div class="container"><h2 class="section__header text--center" style="padding:10px">加入开发者社区</h2><p class="text--center" style="white-space:pre-wrap">Open-source is in the ❤ of Reality World.
 ⭐ us on GitHub.</p><div style="margin-top:30px"><div style="display:flex;justify-content:center;gap:10px;flex-wrap:wrap"><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer" class="button button--primary button--outline">Star on GitHub</a></div></div></div></section></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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diff --git a/zh/assets/js/087bcfde.00fb6169.js b/zh/assets/js/087bcfde.00fb6169.js
new file mode 100644
index 0000000..133952d
--- /dev/null
+++ b/zh/assets/js/087bcfde.00fb6169.js
@@ -0,0 +1 @@
+"use strict";(self.webpackChunkrealityworld=self.webpackChunkrealityworld||[]).push([[3111],{3769:e=>{e.exports=JSON.parse('{"name":"docusaurus-plugin-content-docs","id":"default"}')}}]);
\ No newline at end of file
diff --git a/zh/assets/js/0c125c2b.b8426788.js b/zh/assets/js/0c125c2b.b8426788.js
new file mode 100644
index 0000000..c32c678
--- /dev/null
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dialect.\n    ...\n}];\n  // The namespace of our dialect.\nlet name = "toy";\n// The C++ namespace that the dialect class // definition resides in.\nlet cppNamespace = "toy";\n}\n')),(0,n.kt)("p",null,"\u751f\u6210\u7684C++\u4ee3\u7801\u5982\u4e0b\uff1a"),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-cpp"},'class ToyDialect : public mlir::Dialect {\n public:\nToyDialect(mlir::MLIRContext *context)\n  : mlir::Dialect("toy", context,\n      mlir::TypeID::get<ToyDialect>()) {\n  initialize();\n}\nstatic llvm::StringRef getDialectNamespace() {\n  return "toy";\n}\nvoid 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"),(0,n.kt)("p",null,(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/people/16d0cb25df98c0c909e60b135a5800c5"},"@\u5927\u5bbd\u5bbd")),(0,n.kt)("p",null," \u6709\u4e00\u7bc7\u56de\u7b54\uff1a",(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/question/29888990/answer/703226836"},"\u5982\u4f55\u770b\u5f85Erlang\u4e4b\u7236Joe Armstrong\u89c9\u5f97OO\u7f16\u7a0b\u5f88\u70c2\uff1f"),"\uff0c\u5176\u4e2d\u5f15\u7528\u5230Erlang\u4e4b\u7236Joe Armstrong\u7684\u4e00\u6bb5\u91c7\u8bbf\uff1a",(0,n.kt)("a",{parentName:"p",href:"https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/"},"Ralph Johnson, Joe Armstrong on the State of OOP")),(0,n.kt)("blockquote",null,(0,n.kt)("p",{parentName:"blockquote"},"Alan Kay himself wrote this famous thing and said ",(0,n.kt)("strong",{parentName:"p"},'"The notion of object oriented programming is completely')," ",(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/search?q=misunderstood&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D"},"misunderstood"),(0,n.kt)("strong",{parentName:"p"},". It's not about objects and classes, it's all about messages"),'". He wrote that and he said that the initial ',(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/search?q=reaction&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D"},"reaction")," to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.")),(0,n.kt)("p",null,"Alan Kay\u8ba4\u4e3aOOP\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u6d88\u606f\uff0c\u4f46\u662f\u8fd9\u6837\u8bf4\u5176\u5b9e\u6211\u4e2a\u4eba\u89c9\u5f97\u5e76\u4e0d\u592a\u597d\u7406\u89e3\u5230\u672c\u8d28\uff0c\u56e0\u4e3a\u6d88\u606f\u66f4\u50cf\u662fOOP\u8fd9\u79cd\u8bbe\u8ba1\u4e0b\u7684\u4e00\u79cd\u673a\u5236\u6216\u7ed3\u679c\uff0c\u800c\u4e0d\u662fOOP\u672c\u8eab\u7684\u5b9a\u4e49\u3002\u6211\u89c9\u5f97OOP\u7684\u672c\u8d28\u5e94\u8be5\u662f\u9694\u79bb\uff0c\u53ea\u6709\u505a\u5230\u771f\u6b63\u7684\u9694\u79bb\uff0c\u624d\u80fd\u771f\u6b63\u964d\u4f4e\u7cfb\u7edf\u7684\u590d\u6742\u5ea6\uff0c\u56e0\u4e3a\u7edd\u5bf9\u7684\u9694\u79bb\u4f7f\u5f97\u4f60\u5b8c\u5168\u4e0d\u9700\u8981\u4e5f\u4e0d\u80fd\u4e86\u89e3\u53e6\u4e00\u4e2a\u7269\u4f53\u5185\u90e8\u7684\u8fd0\u4f5c\uff0c\u4f60\u4eec\u53ea\u9700\u8981\u901a\u8fc7\u4e00\u4e9b\u5916\u5728\u7684\u5c5e\u6027\u8fdb\u884c\u4ea4\u4e92\uff0c\u6211\u4eec\u7684\u5f00\u53d1\u4e5f\u4ec5\u9700\u8981\u4e86\u89e3\u8fd9\u4e9b\u7b80\u5355\u7684\u5916\u5728\u5c5e\u6027\u3002\u73b0\u4ee3\u5927\u90e8\u5206\u7f16\u7a0b\u8bed\u8a00\u66f4\u5f3a\u8c03\u7684\u662fobject\u548cclass\uff0c\u8ba4\u4e3a\u5bf9\u8c61\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u5c01\u88c5\uff0c\u8fd9\u672c\u8eab\u4e5f\u6ca1\u6709\u9519\uff0c\u5c01\u88c5\u7684\u76ee\u7684\u4e5f\u4e00\u5b9a\u662f\u4e3a\u4e86\u8ba9\u522b\u4eba\u4e0d\u9700\u8981\u5173\u6ce8\u4f60\u7684\u5185\u90e8\u7ec6\u8282\uff0c\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u5f88\u591a\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u8bed\u8a00\u5ffd\u7565\u4e86\u9694\u79bb\u7684\u610f\u4e49\uff0c\u4e3a\u4e86\u65b9\u4fbf\u7a0b\u5e8f\u5458\u66f4\u7075\u6d3b\u76f4\u63a5\u5730\u83b7\u53d6\u6570\u636e\u548c\u65b9\u6cd5\uff0c\u63d0\u4f9b\u4e00\u4e9b\u673a\u5236\uff0c\u4f7f\u5f97\u4e00\u4e2a\u5bf9\u8c61\u53ef\u4ee5\u5f88\u8f7b\u6613\u5730\u8bbf\u95ee\u5230\u53e6\u4e00\u4e2a\u5bf9\u8c61\u5185\u90e8\u7684\u3001\u8ddf\u5176\u5185\u90e8\u8fd0\u4f5c\u76f8\u5173\u7684\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u539f\u672c\u662f\u9700\u8981\u7edd\u5bf9\u9694\u79bb\u7684\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5c31\u4f7f\u5f97\u9694\u79bb\u5931\u53bb\u4e86\u610f\u4e49\uff0c\u5c3d\u7ba1\u6211\u4eec\u53ef\u4ee5\u6307\u5b9a\u89c4\u8303\u8981\u6c42\u81ea\u5df1\u4ee5\u5bf9\u8c61\u4e3a\u5355\u4f4d\u8fdb\u884c\u7edd\u5bf9\u9694\u79bb\uff0c\u4f46\u662f\u5927\u90e8\u5206\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5f88\u96be\u505a\u5230\u4e00\u4e2a\u5f88\u597d\u7684\u8bbe\u8ba1\uff0c\u6700\u540e\u7684\u7ed3\u679c\u662f\u7a0b\u5e8f\u5185\u90e8\u5bf9\u8c61\u4e4b\u95f4\u76f8\u4e92\u8026\u5408\u592a\u591a\uff0c\u4e0d\u7ba1\u662f\u7ba1\u7406\u3001\u7ef4\u62a4\u3001\u7406\u89e3\u8d77\u6765\u90fd\u662f\u82b1\u8d39\u5f88\u5927\u7684\u7cbe\u529b\u3002"),(0,n.kt)("p",null,(0,n.kt)("img",{alt:"img",src:l(6081).Z,width:"1155",height:"697"})),(0,n.kt)("p",null,"Erlang\u4e4b\u7236Joe Armstrong\uff08\u53f3\uff09"),(0,n.kt)("p",null,"Erlang\u5c31\u91c7\u7528\u4e86\u4e00\u79cd\u4e0d\u540c\u7684\u673a\u5236\uff0c\u5b83\u4ece\u8bed\u8a00\u4f53\u7cfb\u4e0a\u5c31\u4e0d\u5141\u8bb8\u5bf9\u8c61\u4e4b\u95f4\u80fd\u591f\u76f4\u63a5\u8bbf\u95ee\u5185\u90e8\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u6bcf\u4e2a\u51fd\u6570\u90fd\u5206\u914d\u4e3a\u72ec\u7acb\u7684\u7ebf\u7a0b\uff0c\u7ebf\u7a0b\u4e4b\u95f4\u53ea\u80fd\u901a\u8fc7\u6d88\u606f\u8fdb\u884c\u4f20\u9012\u548c\u8054\u7cfb\uff0c\u8fd9\u6837\u7a0b\u5e8f\u5458\u5c31\u5f88\u96be\u5199\u51fa\u8026\u5408\u6bd4\u8f83\u6df1\u7684\u4ee3\u7801\uff0c\u540c\u65f6\u8fd9\u79cd\u9694\u79bb\u5bf9\u5e76\u884c\u8ba1\u7b97\u548c\u5206\u5e03\u5f0f\u4e5f\u5e26\u6765\u4e86\u597d\u5904\u3002\u6240\u4ee5Joe Armstrong\u8bf4\uff0c\u6839\u636eAlan Kay\u7684\u63cf\u8ff0\uff0cErlang\u53ef\u80fd\u662f\u552f\u4e00\u771f\u6b63\u9762\u5411\u5bf9\u8c61\u7684\u7f16\u7a0b\u8bed\u8a00\uff1a"),(0,n.kt)("blockquote",null,(0,n.kt)("p",{parentName:"blockquote"},"Erlang has got all these things. It's got isolation, it's got polymorphism and it's got pure messaging. From that point of view, we might say it's the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are 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dialect.\n    ...\n}];\n  // The namespace of our dialect.\nlet name = "toy";\n// The C++ namespace that the dialect class // definition resides in.\nlet cppNamespace = "toy";\n}\n')),(0,n.kt)("p",null,"\u751f\u6210\u7684C++\u4ee3\u7801\u5982\u4e0b\uff1a"),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-cpp"},'class ToyDialect : public mlir::Dialect {\n public:\nToyDialect(mlir::MLIRContext *context)\n  : mlir::Dialect("toy", context,\n      mlir::TypeID::get<ToyDialect>()) {\n  initialize();\n}\nstatic llvm::StringRef getDialectNamespace() {\n  return "toy";\n}\nvoid 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"),(0,n.kt)("p",null,(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/people/16d0cb25df98c0c909e60b135a5800c5"},"@\u5927\u5bbd\u5bbd")),(0,n.kt)("p",null," \u6709\u4e00\u7bc7\u56de\u7b54\uff1a",(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/question/29888990/answer/703226836"},"\u5982\u4f55\u770b\u5f85Erlang\u4e4b\u7236Joe Armstrong\u89c9\u5f97OO\u7f16\u7a0b\u5f88\u70c2\uff1f"),"\uff0c\u5176\u4e2d\u5f15\u7528\u5230Erlang\u4e4b\u7236Joe Armstrong\u7684\u4e00\u6bb5\u91c7\u8bbf\uff1a",(0,n.kt)("a",{parentName:"p",href:"https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/"},"Ralph Johnson, Joe Armstrong on the State of OOP")),(0,n.kt)("blockquote",null,(0,n.kt)("p",{parentName:"blockquote"},"Alan Kay himself wrote this famous thing and said ",(0,n.kt)("strong",{parentName:"p"},'"The notion of object oriented programming is completely')," ",(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/search?q=misunderstood&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D"},"misunderstood"),(0,n.kt)("strong",{parentName:"p"},". It's not about objects and classes, it's all about messages"),'". He wrote that and he said that the initial ',(0,n.kt)("a",{parentName:"p",href:"https://www.zhihu.com/search?q=reaction&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D"},"reaction")," to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.")),(0,n.kt)("p",null,"Alan Kay\u8ba4\u4e3aOOP\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u6d88\u606f\uff0c\u4f46\u662f\u8fd9\u6837\u8bf4\u5176\u5b9e\u6211\u4e2a\u4eba\u89c9\u5f97\u5e76\u4e0d\u592a\u597d\u7406\u89e3\u5230\u672c\u8d28\uff0c\u56e0\u4e3a\u6d88\u606f\u66f4\u50cf\u662fOOP\u8fd9\u79cd\u8bbe\u8ba1\u4e0b\u7684\u4e00\u79cd\u673a\u5236\u6216\u7ed3\u679c\uff0c\u800c\u4e0d\u662fOOP\u672c\u8eab\u7684\u5b9a\u4e49\u3002\u6211\u89c9\u5f97OOP\u7684\u672c\u8d28\u5e94\u8be5\u662f\u9694\u79bb\uff0c\u53ea\u6709\u505a\u5230\u771f\u6b63\u7684\u9694\u79bb\uff0c\u624d\u80fd\u771f\u6b63\u964d\u4f4e\u7cfb\u7edf\u7684\u590d\u6742\u5ea6\uff0c\u56e0\u4e3a\u7edd\u5bf9\u7684\u9694\u79bb\u4f7f\u5f97\u4f60\u5b8c\u5168\u4e0d\u9700\u8981\u4e5f\u4e0d\u80fd\u4e86\u89e3\u53e6\u4e00\u4e2a\u7269\u4f53\u5185\u90e8\u7684\u8fd0\u4f5c\uff0c\u4f60\u4eec\u53ea\u9700\u8981\u901a\u8fc7\u4e00\u4e9b\u5916\u5728\u7684\u5c5e\u6027\u8fdb\u884c\u4ea4\u4e92\uff0c\u6211\u4eec\u7684\u5f00\u53d1\u4e5f\u4ec5\u9700\u8981\u4e86\u89e3\u8fd9\u4e9b\u7b80\u5355\u7684\u5916\u5728\u5c5e\u6027\u3002\u73b0\u4ee3\u5927\u90e8\u5206\u7f16\u7a0b\u8bed\u8a00\u66f4\u5f3a\u8c03\u7684\u662fobject\u548cclass\uff0c\u8ba4\u4e3a\u5bf9\u8c61\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u5c01\u88c5\uff0c\u8fd9\u672c\u8eab\u4e5f\u6ca1\u6709\u9519\uff0c\u5c01\u88c5\u7684\u76ee\u7684\u4e5f\u4e00\u5b9a\u662f\u4e3a\u4e86\u8ba9\u522b\u4eba\u4e0d\u9700\u8981\u5173\u6ce8\u4f60\u7684\u5185\u90e8\u7ec6\u8282\uff0c\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u5f88\u591a\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u8bed\u8a00\u5ffd\u7565\u4e86\u9694\u79bb\u7684\u610f\u4e49\uff0c\u4e3a\u4e86\u65b9\u4fbf\u7a0b\u5e8f\u5458\u66f4\u7075\u6d3b\u76f4\u63a5\u5730\u83b7\u53d6\u6570\u636e\u548c\u65b9\u6cd5\uff0c\u63d0\u4f9b\u4e00\u4e9b\u673a\u5236\uff0c\u4f7f\u5f97\u4e00\u4e2a\u5bf9\u8c61\u53ef\u4ee5\u5f88\u8f7b\u6613\u5730\u8bbf\u95ee\u5230\u53e6\u4e00\u4e2a\u5bf9\u8c61\u5185\u90e8\u7684\u3001\u8ddf\u5176\u5185\u90e8\u8fd0\u4f5c\u76f8\u5173\u7684\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u539f\u672c\u662f\u9700\u8981\u7edd\u5bf9\u9694\u79bb\u7684\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5c31\u4f7f\u5f97\u9694\u79bb\u5931\u53bb\u4e86\u610f\u4e49\uff0c\u5c3d\u7ba1\u6211\u4eec\u53ef\u4ee5\u6307\u5b9a\u89c4\u8303\u8981\u6c42\u81ea\u5df1\u4ee5\u5bf9\u8c61\u4e3a\u5355\u4f4d\u8fdb\u884c\u7edd\u5bf9\u9694\u79bb\uff0c\u4f46\u662f\u5927\u90e8\u5206\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5f88\u96be\u505a\u5230\u4e00\u4e2a\u5f88\u597d\u7684\u8bbe\u8ba1\uff0c\u6700\u540e\u7684\u7ed3\u679c\u662f\u7a0b\u5e8f\u5185\u90e8\u5bf9\u8c61\u4e4b\u95f4\u76f8\u4e92\u8026\u5408\u592a\u591a\uff0c\u4e0d\u7ba1\u662f\u7ba1\u7406\u3001\u7ef4\u62a4\u3001\u7406\u89e3\u8d77\u6765\u90fd\u662f\u82b1\u8d39\u5f88\u5927\u7684\u7cbe\u529b\u3002"),(0,n.kt)("p",null,(0,n.kt)("img",{alt:"img",src:l(6081).Z,width:"1155",height:"697"})),(0,n.kt)("p",null,"Erlang\u4e4b\u7236Joe Armstrong\uff08\u53f3\uff09"),(0,n.kt)("p",null,"Erlang\u5c31\u91c7\u7528\u4e86\u4e00\u79cd\u4e0d\u540c\u7684\u673a\u5236\uff0c\u5b83\u4ece\u8bed\u8a00\u4f53\u7cfb\u4e0a\u5c31\u4e0d\u5141\u8bb8\u5bf9\u8c61\u4e4b\u95f4\u80fd\u591f\u76f4\u63a5\u8bbf\u95ee\u5185\u90e8\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u6bcf\u4e2a\u51fd\u6570\u90fd\u5206\u914d\u4e3a\u72ec\u7acb\u7684\u7ebf\u7a0b\uff0c\u7ebf\u7a0b\u4e4b\u95f4\u53ea\u80fd\u901a\u8fc7\u6d88\u606f\u8fdb\u884c\u4f20\u9012\u548c\u8054\u7cfb\uff0c\u8fd9\u6837\u7a0b\u5e8f\u5458\u5c31\u5f88\u96be\u5199\u51fa\u8026\u5408\u6bd4\u8f83\u6df1\u7684\u4ee3\u7801\uff0c\u540c\u65f6\u8fd9\u79cd\u9694\u79bb\u5bf9\u5e76\u884c\u8ba1\u7b97\u548c\u5206\u5e03\u5f0f\u4e5f\u5e26\u6765\u4e86\u597d\u5904\u3002\u6240\u4ee5Joe Armstrong\u8bf4\uff0c\u6839\u636eAlan Kay\u7684\u63cf\u8ff0\uff0cErlang\u53ef\u80fd\u662f\u552f\u4e00\u771f\u6b63\u9762\u5411\u5bf9\u8c61\u7684\u7f16\u7a0b\u8bed\u8a00\uff1a"),(0,n.kt)("blockquote",null,(0,n.kt)("p",{parentName:"blockquote"},"Erlang has got all these things. It's got isolation, it's got polymorphism and it's got pure messaging. From that point of view, we might say it's the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are 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World\u662f\u4ec0\u4e48\u3002\u4e00\u65b9\u9762\u662fReality World\u592a\u6280\u672f\uff0c\u6d89\u53ca\u7684\u6bcf\u4e00\u4e2a\u8bbe\u8ba1\u51b3\u7b56\u90fd\u6709\u5f88\u591a\u4e0d\u540c\u5c42\u9762\u7684\u8003\u8651\uff1b\u53e6\u4e00\u65b9\u9762\u5b83\u6d89\u53ca\u7684\u6280\u672f\u9762\u975e\u5e38\u5e7f\uff0c\u4ece\u7a0b\u5e8f\u7684\u7ec4\u7ec7\u7ed3\u6784\u3001\u5230\u7f16\u8bd1/\u89e3\u91ca/\u94fe\u63a5\uff0c\u5230\u8fd0\u884c\u65f6\u7684\u865a\u62df\u673a\u3001\u8c03\u5ea6\u548c\u6c99\u76d2\uff0c\u4ee5\u53ca\u8fd8\u6d89\u53ca\u5230\u600e\u6837\u7528\u8fd9\u4e9b\u6280\u672f\u53bb\u89e3\u51b3\u6bd4\u5982\u5143\u5b87\u5b99\u5e94\u7528\u7684\u4e00\u4e9b\u9700\u6c42\u7b49\u7b49\uff1b\u6700\u540e\u5b83\u7684\u76ee\u6807\u4e5f\u4e0d\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u5e94\u7528\u6216\u8005\u4e00\u4e2a\u6846\u67b6\uff0c\u5b83\u662f\u4ecb\u4e8e\u6846\u67b6\u548c\u7f16\u7a0b\u8bed\u8a00\u4e4b\u95f4\u7684\u4e00\u79cd\u7528\u4e8e\u6784\u5efa\u5e94\u7528\u7684\u8f6f\u4ef6\u6784\u9020\u65b9\u6cd5\uff0c\u4f46\u5b83\u672c\u8eab\u4e5f\u4e0d\u662f\u4e00\u79cd\u7f16\u7a0b\u8bed\u8a00\u3002\\r\\n\\r\\n**\u6240\u4ee5\uff0c\u8fd9\u4e48\u591a\u590d\u6742\u7684\u4e8b\u60c5\u8026\u5408\u5728\u4e00\u8d77\uff0c\u6211\u5fc5\u987b\u7528\u8bed\u97f3\u548c\u89c6\u9891\u7684\u65b9\u5f0f\u624d\u80fd\u66f4\u6e05\u6670\u7684\u8868\u8fbe\u5b83\uff0c\u624d\u80fd\u8ba9\u5927\u5bb6\u66f4\u597d\u5730\u7406\u89e3\u8fd9\u4e2a\u9879\u76ee\u7684\u76ee\u7684\uff0c\u4e0d\u7136\u5f00\u6e90\u4e00\u4e2a\u5927\u5bb6\u90fd\u770b\u4e0d\u61c2\u6216\u8005\u8fde\u770b\u61c2\u76ee\u7684\u90fd\u5f88\u590d\u6742\u7684\u9879\u76ee\u6709\u4ec0\u4e48\u610f\u4e49\u5462\uff1f\u4f46\u597d\u6d88\u606f\u662f\uff0c\u5982\u679c\u4f60\u542c\u6211\u4e00\u6b21\u7cfb\u7edf\u7684\u8bb2\u89e3\uff0c\u5b83\u5176\u5b9e\u7406\u89e3\u8d77\u6765\u975e\u5e38\u7b80\u5355\uff0c\u4f46\u8fd9\u79cd\u7b80\u5355\u5b83\u4e0d\u80fd\u7528\u7b80\u5355\u7684\u6587\u5b57\u8868\u8fbe\uff0c\u5426\u5219\u4f60\u53ef\u80fd\u8981\u82b1\u8d39\u8fdc\u8fdc\u5927\u4e8e3\u4e2a\u5c0f\u65f6\u7684\u65f6\u95f4\u624d\u80fd\u66f4\u6e05\u6670\u7684\u7406\u89e3\u8fd9\u4e2a\u9879\u76ee\u7684\u903b\u8f91\u548c\u76ee\u7684\u3002**\\r\\n\\r\\n## Reality World\u662f\u4ec0\u4e48\uff1f\\r\\n\\r\\n\u5c3d\u7ba1\u8fd9\u4e2a\u95ee\u9898\u56de\u7b54\u8d77\u6765\u5f88\u56f0\u96be\uff0c\u4f46\u6211\u8fd8\u662f\u5fc5\u987b\u8981\u5c1d\u8bd5\u7528\u7b80\u5355\u7684\u51e0\u53e5\u8bdd\u89e3\u91ca\u5b83\uff0c\u5426\u5219\u90fd\u4e0d\u77e5\u9053\u5b83\u662f\u4f55\u7269\uff0c\u6211\u4e3a\u4ec0\u4e48\u8981\u53bb\u5173\u6ce8\u8fd9\u4e2a\u9879\u76ee\u548c\u53c2\u52a0\u8fd9\u6b21\u6d3b\u52a8\u5462\uff1f\\r\\n\\r\\n[Reality World](https://realityworld.com/)\u662f\u4e00\u4e2a\u9762\u5411\u5177\u6709**\u201c\u672a\u6765\u7279\u5f81\u201d**\u5e94\u7528\u7684\u5f00\u53d1\u6846\u67b6\u548c\u8fd0\u884c\u65f6\uff0c\u5f00\u53d1\u6846\u67b6\u662f\u6307\u5b83\u662f\u4e00\u4e2a\u7528\u4e8e\u6784\u5efa\u5e94\u7528\u7684\u5de5\u5177\uff0c\u5c31\u50cf\u4f60\u7528\u6e38\u620f\u5f15\u64ce\u53ef\u4ee5\u6784\u5efa\u6e38\u620f\u7a0b\u5e8f\uff0c\u53ea\u4e0d\u8fc7\u73b0\u5728\u5b83\u8fd8\u4e0d\u652f\u6301\u56fe\u5f62\u548cUI\u663e\u793a\uff0c\u4f46\u662f\u5728\u5c06\u6765\u5b83\u5e94\u8be5\u53ef\u4ee5\u6bd4\u8f83\u7b80\u5355\u5730\u96c6\u6210\u4e00\u4e9b\u6e32\u67d3\u5f15\u64ce\u6216\u8005UI\u6846\u67b6\uff0c\u6bd5\u7adf\u8fd9\u90e8\u5206\u7684\u5185\u5bb9\u548c\u5de5\u4f5c\u6d41\u7a0b\u5927\u90e8\u5206\u662f\u6bd4\u8f83\u6210\u719f\u7684\uff0c\u4e5f\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u628a\u5b83\u5d4c\u5165\u5230\u5df2\u6709\u7684\u6e38\u620f\u6216\u8005\u5e94\u7528\u4e2d\uff0c\u7528\u4e8e\u63d0\u4f9b\u4e00\u4e9b\u989d\u5916\u7684\u529f\u80fd\u3002\\r\\n\\r\\n\u6240\u8c13**\u672a\u6765\u7279\u5f81**\uff0c\u6211\u4eec\u4e3b\u8981\u6307\u4e09\u4e2a\u5c42\u9762\uff0c\u540e\u9762\u4f1a\u6709\u66f4\u591a\u8ba8\u8bba\uff1a\\r\\n\\r\\n- 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World\u7684\u8bbe\u8ba1\u548c\u601d\u8003\u8fc7\u7a0b\u5145\u6ee1\u7740\u5927\u91cf\u7684\u8fd9\u7c7b\u5bf9\u6280\u672f\u7684\u4e0d\u540c\u89e3\u8bfb\uff0c\u76f8\u4fe1\u80fd\u591f\u63d0\u4f9b\u5f88\u591a\u4e0d\u540c\u7684\u542f\u793a\u4ece\u800c\u52a9\u529b\u6211\u4eec\u638c\u63e1\u6280\u672f\u80cc\u540e\u7684\u601d\u60f3\u3002\\r\\n- **\u501f\u52a9\u793e\u533a\u7684\u529b\u91cf\u53bb\u6316\u6398\u8fd9\u79cd\u65b0\u578b\u6280\u672f\u67b6\u6784\u80fd\u591f\u652f\u6491\u7684\u4ea7\u54c1\u5f62\u6001**\uff0c\u6700\u8fd1\u51e0\u5e74\u5173\u4e8eWeb 3.0\u3001\u5143\u5b87\u5b99\u3001\u4ee5\u53ca\u5927\u6a21\u578bAI\u5e94\u7528\u7684\u6301\u7eed\u4e0d\u65ad\u51fa\u73b0\uff0c\u4eba\u4eec\u5bf9\u672a\u6765\u6570\u5b57\u5316\u7684\u9884\u671f\u4f1a\u8d8a\u6765\u8d8a\u5927\uff0c\u672a\u6765\u7684\u6570\u5b57\u5316\u5f62\u6001\u5fc5\u7136\u4f1a\u53d1\u751f\u4e00\u4e9b\u53d8\u5316\u3002\u4f46\u662f\u76ee\u524d\u5f88\u591a\u56e0\u7d20\u7cc5\u5408\u5728\u4e00\u8d77\u4f7f\u5f97\u6211\u4eec\u5f88\u96be\u53bb\u770b\u5230\u6e05\u695a\u7684\u8def\u5f84\uff0c\u8fd9\u91cc\u9762\u5fc5\u7136\u6d89\u53ca\u5230\u5e95\u5c42\u6280\u672f\u4ee5\u53ca\u4e0a\u5c42\u4ea7\u54c1\u5f62\u6001\u7684\u76f8\u4e92\u9a71\u52a8\u53ca\u8fdb\u5316\uff0c\u4efb\u4f55\u5355\u4e00\u5b9e\u4f53\u53ef\u80fd\u90fd\u5f88\u96be\u4ece\u8fd9\u79cd\u8026\u5408\u4e2d\u770b\u5230\u6e05\u6670\u7684\u903b\u8f91\u3002\u6240\u4ee5Reality World\u805a\u7126\u4e8e\u6280\u672f\u7684\u601d\u8003\uff0c\u5e76\u5c06\u8fd9\u4e9b\u601d\u8003\u5168\u90e8\u5f00\u6e90\uff0c\u7136\u540e\u4e0d\u540c\u7684\u884c\u4e1a\u53ef\u4ee5\u5438\u53d6\u8fd9\u79cd\u601d\u8003\u53bb\u878d\u5165\u81ea\u5df1\u7684\u4ea7\u54c1\u601d\u7ef4\uff0c\u8fd9\u6837\u4e5f\u8bb8\u6211\u4eec\u53ef\u4ee5\u5171\u540c\u6765\u7406\u6e05\u672a\u6765\u7684\u601d\u8def\u3002\\r\\n\\r\\n### License\\r\\n\\r\\nReality World\u6240\u6709\u7684\u6e90\u4ee3\u7801\u53ca\u5176\u6280\u672f\u67b6\u6784\u601d\u8def\u5747\u91c7\u7528\u975e\u5e38\u5bbd\u677e\u7684MIT\u5f00\u6e90\u534f\u8bae\uff1a\\r\\n\\r\\n- [MIT license](http://opensource.org/licenses/MIT)\\r\\n\\r\\n## \u5f00\u6e90\u4ec0\u4e48\uff1f\\r\\n\\r\\n\u57fa\u672c\u4e0a\uff0cReality World\u76f8\u5173\u7684\u6240\u6709\u4e00\u5207\u90fd\u4f1a\u5f00\u6e90\uff0c\u5305\u62ec\uff1a\\r\\n\\r\\n- \u6838\u5fc3\u4ee3\u7801\\r\\n- \u6574\u7406\u624b\u7a3f\uff1a\u5927\u698220\u591a\u4e07\u5b57\u6211\u6574\u6574\u4e00\u5e74\u8bb0\u5f55\u7684\u4e00\u4e9b\u601d\u8003\u3001\u53c2\u8003\u4fe1\u606f\u548c\u8d44\u6599\\r\\n- \u67b6\u6784\u6587\u6863\uff1a\u91cd\u65b0\u6574\u7406\u7684\u7cfb\u7edf\u6027\u7684\u6280\u672f\u6587\u6863\uff0c\u5927\u698210\u591a\u4e07\u5b57\\r\\n- \u767d\u76ae\u4e66\\r\\n\\r\\n### \u5f00\u6e90\u4fe1\u606f\\r\\n\\r\\n\u6d3b\u52a8\u7ed3\u675f\u540e\u5c06\u4f1a\u4e0a\u4f20\u4ee3\u7801\uff0c\u4ed3\u5e93\u5730\u5740\uff1a\\r\\n\\r\\nhttps://github.com/Cogine/RealityWorld\\r\\n\\r\\n### \u5f00\u6e90\u793e\u533a\u7fa4\\r\\n\\r\\n\u7531\u4e8e\u4eba\u6570\u95ee\u9898\u4ee5\u53ca\u5e7f\u544a\u592a\u591a\uff0c\u8bf7\u5148\u52a0\u6211\u5fae\u4fe1\u518d\u793e\u533a\u7fa4\uff1aARealityWorld\\r\\n\\r\\n## \u6d3b\u52a8\u4fe1\u606f\\r\\n\\r\\n**\u65f6\u95f4**\uff1a2023.10.22\\r\\n\\r\\n**\u5730\u70b9\uff1a**\u4e0a\u6d77\u5e02\u957f\u5b81\u533a\u957f\u5b81\u8def1189\u53f7  \u957f\u5b81\u6765\u798f\u58eb\u529e\u516c\u697cT2\u5ea726\u697c \u4e9a\u9a6c\u900a\u6f14\u64ad\u5385\\r\\n\\r\\n| \u65f6\u95f4   |   \u5185\u5bb9   |\\r\\n| :----- | ---- |\\r\\n| 13: 20 |   \u7b7e\u5230   |\\r\\n|   14: 00   | \u6280\u672f\u5206\u4eab     |\\r\\n| 17: 00       | \u5f00\u653e\u8ba8\u8bba     |\\r\\n| 18: 00     |  \u6d3b\u52a8\u7ed3\u675f    |\\r\\n\\r\\n## \u8054\u7cfb\u6211\\r\\n\\r\\n\u5206\u4eab\u8005\uff1a\u79e6\u6625\u6797\\r\\n\\r\\nReality World \u521b\u59cb\u4eba\uff0c\u524d\u534e\u4e3a\u6cb3\u56fe\u6838\u5fc3\u6210\u5458\uff0c[\u300a\u5168\u5c40\u5149\u7167\u6280\u672f\u300b](https://github.com/ElvisQin/thegibook)\u300a\u6211\u6240\u7406\u89e3\u7684Cocos2d-x\u300b\u4f5c\u8005\u3002\\r\\n\\r\\n\u81ea\u53bb\u5e74\u4ece\u534e\u4e3a\u79bb\u804c\u72ec\u81ea\u521b\u4e1a\u63a2\u7d22\u4e00\u5e74\u534a\uff0c\u81f4\u529b\u4e8e\u601d\u8003\u548c\u63a2\u7d22\u80fd\u591f\u4e3a\u7528\u6237\u4f53\u9a8c\u548c\u751f\u6d3b\u5e26\u6765\u5168\u65b0\u4ef7\u503c\u7684\u8f6f\u4ef6\u6784\u9020\u65b9\u6cd5\uff0c\u73b0\u5c06\u8fd9\u4e00\u5e74\u7684\u63a2\u7d22\u6beb\u65e0\u4fdd\u7559\u5f00\u6e90\u7ed9\u793e\u533a\uff0c\u6211\u5c06\u75283\u4e2a\u5c0f\u65f6\u975e\u5e38\u7cfb\u7edf\u3001\u5168\u9762\u5730\u5206\u4eab\u6211\u6240\u6709\u7684\u601d\u8003\u548c\u6280\u672f\u7406\u89e3\u3002\\r\\n\\r\\n\u6b22\u8fce\u5404\u4f4d\u670b\u53cb\u4e0e\u6211\u4ea4\u6d41\u548c\u8ba8\u8bba\uff0c\u6211\u7684\u5fae\u4fe1\uff1aARealityWorld\u3002\\r\\n\\r\\n## \u5b98\u7f51\u5730\u5740\\r\\n\\r\\nhttps://realityworld.com/\\r\\n\\r\\n## \u62a5\u540d\u5730\u5740\\r\\n\\r\\nhttps://9371398676573.huodongxing.com/event/1723877940100"},{"id":"conversational-computing","metadata":{"permalink":"/zh/blog/conversational-computing","source":"@site/blog/2023-10-04-conversational-computing/index.md","title":"Conversational computing: a new programming model empower LLM applications","description":"Citation","date":"2023-10-04T00:00:00.000Z","formattedDate":"2023\u5e7410\u67084\u65e5","tags":[{"label":"Reality World","permalink":"/zh/blog/tags/reality-world"},{"label":"Cogine","permalink":"/zh/blog/tags/cogine"}],"readingTime":0.28,"hasTruncateMarker":false,"authors":[{"name":"Chunlin Qin","title":"Creator of Reality World","url":"https://github.com/ElvisQin","imageURL":"https://github.com/ElvisQin.png"}],"frontMatter":{"slug":"conversational-computing","title":"Conversational computing: a new programming model empower LLM applications","author":"Chunlin Qin","author_title":"Creator of Reality World","author_url":"https://github.com/ElvisQin","author_image_url":"https://github.com/ElvisQin.png","tags":["Reality World","Cogine"],"hide_table_of_contents":false},"prevItem":{"title":"Reality World \u5f00\u6e90\u6280\u672f\u5206\u4eab\u4f1a","permalink":"/zh/blog/reality-world-open-source-conference"},"nextItem":{"title":"\u5bf9\u672a\u6765\u6570\u5b57\u4e16\u754c\u548c\u8f6f\u4ef6\u6784\u9020\u7684\u601d\u8003","permalink":"/zh/blog/thinking"}},"content":"## Citation\\r\\n\\r\\nCited as:\\r\\n\\r\\n> Qin, Chunlin. (Oct 2023). Conversational computing: a new programming model empower LLM applications. Reality World. https://realityworld.com/blog/conversational-computing.\\r\\n\\r\\nOr\\r\\n\\r\\n```latex\\r\\n@article{qin2023conversational,\\r\\n  title   = \\"Conversational computing: a new programming model empower LLM applications\\",\\r\\n  author  = \\"Qin, Chunlin\\",\\r\\n  journal = \\"Reality World\\",\\r\\n  year    = \\"2023\\",\\r\\n  month   = \\"Oct\\",\\r\\n  url     = \\"https://realityworld.com/blog/conversational-computing\\"\\r\\n}\\r\\n```\\r\\n\\r\\n## References"},{"id":"thinking","metadata":{"permalink":"/zh/blog/thinking","source":"@site/blog/2021-08-26-thinking/index.md","title":"\u5bf9\u672a\u6765\u6570\u5b57\u4e16\u754c\u548c\u8f6f\u4ef6\u6784\u9020\u7684\u601d\u8003","description":"\u7ecf\u8fc7\u6574\u6574\u4e00\u5e74\u7684\u7814\u7a76\u3001\u5b66\u4e60\u3001\u601d\u8003\u3001\u8bbe\u8ba1\u4e0e\u5f00\u53d1\uff0c\u7ec8\u4e8e\u5b8c\u6210\u4e86Reality Create v0.1.0\u7248\u672c\u7684\u5f00\u53d1\uff0c\u5b83\u5b9e\u73b0\u4e86Reality World\u6574\u4e2a\u8ba1\u5212\u4e2d\u6700\u6838\u5fc3\u7684\u8fd0\u884c\u65f6\u539f\u578b\uff0c\u4e5f\u540c\u65f6\u9a8c\u8bc1\u4e86\u6211\u8fd9\u4e00\u5e74\u5bf9\u672a\u6765\u6570\u5b57\u4e16\u754c\u548c\u8f6f\u4ef6\u6784\u9020\u7684\u601d\u8003\u548c\u63a2\u7d22\u7684\u6700\u6838\u5fc3\u90e8\u5206\u3002","date":"2021-08-26T00:00:00.000Z","formattedDate":"2021\u5e748\u670826\u65e5","tags":[{"label":"Reality World","permalink":"/zh/blog/tags/reality-world"}],"readingTime":79.295,"hasTruncateMarker":false,"authors":[{"name":"Chunlin Qin","title":"Creator of Reality World","url":"https://github.com/ElvisQin","imageURL":"https://github.com/ElvisQin.png"}],"frontMatter":{"slug":"thinking","title":"\u5bf9\u672a\u6765\u6570\u5b57\u4e16\u754c\u548c\u8f6f\u4ef6\u6784\u9020\u7684\u601d\u8003","author":"Chunlin Qin","author_title":"Creator of Reality World","author_url":"https://github.com/ElvisQin","author_image_url":"https://github.com/ElvisQin.png","tags":["Reality World"],"hide_table_of_contents":false,"image":"/img/blog/2.jpg"},"prevItem":{"title":"Conversational computing: a new programming model empower LLM applications","permalink":"/zh/blog/conversational-computing"}},"content":"![](images\\\\2.jpg)\\r\\n\\r\\n\u7ecf\u8fc7\u6574\u6574\u4e00\u5e74\u7684\u7814\u7a76\u3001\u5b66\u4e60\u3001\u601d\u8003\u3001\u8bbe\u8ba1\u4e0e\u5f00\u53d1\uff0c\u7ec8\u4e8e\u5b8c\u6210\u4e86Reality Create v0.1.0\u7248\u672c\u7684\u5f00\u53d1\uff0c\u5b83\u5b9e\u73b0\u4e86Reality World\u6574\u4e2a\u8ba1\u5212\u4e2d\u6700\u6838\u5fc3\u7684\u8fd0\u884c\u65f6\u539f\u578b\uff0c\u4e5f\u540c\u65f6\u9a8c\u8bc1\u4e86\u6211\u8fd9\u4e00\u5e74\u5bf9\u672a\u6765\u6570\u5b57\u4e16\u754c\u548c\u8f6f\u4ef6\u6784\u9020\u7684\u601d\u8003\u548c\u63a2\u7d22\u7684\u6700\u6838\u5fc3\u90e8\u5206\u3002\\r\\n\\r\\n\u53ef\u80fd\u6709\u4e00\u4e9b\u670b\u53cb\u5173\u6ce8\u8fc7\u6211\u8fd9\u4e00\u5e74\u4e00\u76f4\u5728\u6298\u817e\u7684Reality World\u521b\u4e1a\u7684\u4e8b\u60c5\uff0c\u7136\u800c\u5f88\u9057\u61be\u7684\u662f\u4e00\u76f4\u6ca1\u6709\u5206\u4eab\u592a\u591a\u5173\u4e8e\u5b83\u7684\u4fe1\u606f\u3002\u4e00\u6765\u662f\u56e0\u4e3a\u5b83\u6240\u6d89\u53ca\u7684\u6280\u672f\u6709\u6bd4\u8f83\u591a\u7684\u521b\u65b0\u5c1d\u8bd5\uff0c\u5728\u8fd8\u6ca1\u6709\u771f\u6b63\u7684\u6280\u672f\u5f00\u53d1\u5b9e\u8df5\u4e4b\u524d\u5bb9\u6613\u5f15\u8d77\u6bd4\u8f83\u591a\u7684\u4e89\u8bae\uff1b\u4e8c\u6765\u662f\u56e0\u4e3a\u53bb\u5e74\u5f97\u5230\u4e86\u4e00\u4e9b\u5927\u8d44\u672c\u6781\u5927\u7684\u5174\u8da3\uff0c\u56e0\u6b64\u6211\u60f3\u7740\u4e00\u9f13\u4f5c\u6c14\u7b49\u62ff\u5230\u6295\u8d44\u4e4b\u540e\u518d\u516c\u5e03\u4e00\u4e9b\u4fe1\u606f\u3002\u5f53\u7136\u56e0\u4e3a\u5404\u79cd\u539f\u56e0\u5230\u73b0\u5728\u4e5f\u8fd8\u6ca1\u6709\u8c08\u5b9a\u6295\u8d44\uff0c\u6240\u4ee5\u8fd1\u51e0\u4e2a\u6708\u6211\u5c31\u5c06\u5168\u90e8\u7cbe\u529b\u7528\u4e8e\u5f00\u53d1\u4e86\u3002\u7ecf\u8fc7\u51e0\u4e2a\u6708\u7684\u8270\u82e6\u594b\u6218\uff0c\u4eca\u5929\u7ec8\u4e8e\u6709\u673a\u4f1a\u53ef\u4ee5\u7ed9\u5927\u5bb6\u5206\u4eab\u4e00\u4e9b\u6211\u7684\u60f3\u6cd5\uff0c\u4ee5\u53ca\u8fd9\u4e00\u5e74\u7684\u63a2\u7d22\u8fc7\u7a0b\u3002\u5f53\u7136Reality World\u8fd8\u5904\u4e8e\u975e\u5e38\u65e9\u671f\u548c\u539f\u578b\u7684\u9636\u6bb5\uff0c\u6211\u9884\u8ba1\u8fd8\u4f1a\u518d\u8fed\u4ee3\u51e0\u4e2a\u7248\u672c\u5230v0.5.0\u5de6\u53f3\u624d\u4f1a\u5f00\u59cb\u6b63\u5f0f\u516c\u5e03\u6216\u8005\u5185\u6d4b\uff0c\u6240\u4ee5\u8fd9\u91cc\u6211\u4e5f\u4e0d\u4f1a\u6d89\u53ca\u592a\u591a\u6280\u672f\u7ec6\u8282\uff0c\u4f46\u662f\u6211\u53ef\u4ee5\u5206\u4eab\u6211\u4eec\u60f3\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\uff0c\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u8981\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u5e76\u5927\u6982\u8bf4\u660e\u4e00\u4e9b\u601d\u8def\uff0c\u8fd9\u6837\u5927\u5bb6\u5e94\u8be5\u80fd\u591f\u521d\u6b65\u4e86\u89e3Reality World\u662f\u4ec0\u4e48\uff0c\u540c\u65f6\u6211\u89c9\u5f97\uff0c\u5bf9\u8fd9\u4e9b\u95ee\u9898\u7684\u601d\u8003\u5176\u5b9e\u662f\u975e\u5e38\u6709\u4ef7\u503c\u7684\u90e8\u5206\u3002\\r\\n\\r\\n## Reality World\u4e0d\u662f\u4ec0\u4e48\uff1f\\r\\n\\r\\n\u7531\u4e8e\u6211\u8fc7\u53bb\u7684\u5de5\u4f5c\u7ecf\u9a8c\u548c\u80cc\u666f\uff0c\u4ee5\u53caReality Create\u4e5f\u5305\u542b\u76843D\u652f\u6301\uff0c\u5728\u6211\u4e0e\u6295\u8d44\u4eba\u6216\u8005\u5176\u4ed6\u670b\u53cb\u4ea4\u6d41\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5927\u5bb6\u666e\u904d\u7684\u5370\u8c61\u662f\u8fd9\u662f\u4e00\u4e2a\u65b0\u7684\u6e38\u620f\u5f15\u64ce\uff0c\u6240\u4ee5\u5927\u5bb6\u7684\u601d\u8def\u5c31\u662f\u4f60\u8ddfUnity\uff0cUnreal Engine\u4ee5\u53ca\u751a\u81f3\u5305\u62ec\u56fd\u5185\u8fd1\u51e0\u5e74\u4e5f\u6709\u5f88\u591a\u6e38\u620f\u5f15\u64ce\u521b\u4e1a\u7684\u4e00\u4e9b\u533a\u522b\u6216\u8005\u8bf4\u7ade\u4e89\u5173\u7cfb\uff0c\u800c\u4f1a\u5ffd\u89c6\u6211\u4eec\u6280\u672f\u4e0a\u53cd\u800c\u662f\u66f4\u52a0\u6838\u5fc3\u548c\u521b\u65b0\u7684\u90e8\u5206\uff0c\u6240\u4ee5\u8fd9\u4e2a\u8bef\u533a\u7684\u6f84\u6e05\u975e\u5e38\u91cd\u8981\uff1a\\r\\n\\r\\n### Reality Create\u7684\u6838\u5fc3\u4e0d\u662f\u4e00\u4e2a\u6e38\u620f\u5f15\u64ce\uff01\\r\\n\\r\\n\u867d\u7136\u6211\u672c\u4eba\u591a\u5e74\u7684\u5de5\u4f5c\u7ecf\u9a8c\u548c\u80cc\u666f\u90fd\u662f\u4e0e\u6e38\u620f\u5f15\u64ce\u548c\u6e32\u67d3\u76f8\u5173\uff0c\u540c\u65f6\u73b0\u4ee3\u6e38\u620f\u5f15\u64ce\u5de5\u4e1a\u7684\u6280\u672f\u4e5f\u5728\u4e0d\u65ad\u53d1\u5c55\uff0c\u4f46\u662f\u6211\u4e00\u76f4\u89c9\u5f97\u5236\u7ea6\u7528\u6237\u968f\u5fc3\u6240\u6b32\u8868\u8fbe\u5185\u5bb9\u548c\u903b\u8f91\u7684\u90e8\u5206\u4e3b\u8981\u8fd8\u662f\u7f16\u7a0b\u8bed\u8a00\u53ca\u5176\u7a0b\u5e8f\u8fd0\u884c\u7684\u673a\u5236\uff0c\u800c\u6e38\u620f\u5f15\u64ce\u67b6\u6784\u548c\u6d41\u7a0b\u672c\u8eab\u867d\u7136\u4e5f\u5f88\u590d\u6742\uff0c\u4f46\u8fd9\u90e8\u5206\u90fd\u662f\u76f8\u5bf9\u6bd4\u8f83\u786e\u5b9a\u7684\uff0c\u4f8b\u5982\u9664\u4e86\u7f16\u7a0b\u90e8\u5206\uff0c\u4e00\u4e9b\u7f8e\u672f\u751a\u81f3\u7b56\u5212\u4e5f\u662f\u80fd\u591f\u6bd4\u8f83\u597d\u7684\u4f7f\u7528\u5f15\u64ce\u7684\u4e00\u4e9b\u76f8\u5173\u529f\u80fd\uff0c\u4f46\u662f\u4e0e\u4e4b\u76f8\u53cd\u7684\u662f\uff0c\u903b\u8f91\u7684\u8868\u8fbe\u548c\u7f16\u7a0b\u901a\u5e38\u8fd8\u662f\u9700\u8981\u4e13\u95e8\u7684\u7a0b\u5e8f\u5458\u3002\u867d\u7136\u4e00\u4e9b\u7279\u5b9a\u7c7b\u578b\u7684\u6e38\u620f\u7cfb\u7edf\u53ef\u4ee5\u901a\u8fc7\u6570\u636e\u9a71\u52a8\u6216\u8005\u914d\u7f6e\u7684\u5f62\u5f0f\u90e8\u5206\u5b9e\u73b0\u975e\u7a0b\u5e8f\u5458\u7684\u903b\u8f91\u7ec4\u7ec7\uff0c\u4f46\u8fd9\u6837\u7684\u67b6\u6784\u8fd8\u662f\u5f88\u96be\u505a\u5230\u901a\u7528\uff0c\u663e\u7136\u6570\u5b57\u4e16\u754c\u8fd8\u6709\u7740\u975e\u5e38\u591a\u7684\u5404\u5f0f\u5404\u6837\u7684\u9700\u6c42\uff0c\u8fd9\u4e9b\u9700\u6c42\u9700\u8981\u4e00\u4e9b\u901a\u7528\u7684\u903b\u8f91\u8868\u8fbe\u80fd\u529b\u3002\\r\\n\\r\\n\u6240\u4ee5Reality World\u7684\u6838\u5fc3\u662f\u4e00\u5957\u8fd0\u884c\u65f6\uff0c\u53ef\u4ee5\u90e8\u5206\u7406\u89e3\u4e3a\u4e00\u4e2a\u865a\u62df\u673a\uff0c\u4f46\u662f\u4e0e\u4f20\u7edf\u5355\u7eaf\u89e3\u91ca\u6e90\u4ee3\u7801\u7684\u7f16\u7a0b\u8bed\u8a00\u7684\u865a\u62df\u673a\u76f8\u6bd4\uff0c\u5b83\u5305\u542b\u4e00\u4e9b\u6e90\u4ee3\u7801\u89e3\u91ca\u7ffb\u8bd1\u4e4b\u5916\u7684\u529f\u80fd\uff0c\u4f8b\u5982\u6743\u9650\u9a8c\u8bc1\u3001\u6c99\u76d2\u5b89\u5168\u4e0e\u4e92\u64cd\u4f5c\u3001\u5206\u5e03\u5f0f\u5185\u5bb9\u5206\u53d1\u4e0e\u540c\u6b65\u3001\u7ec4\u4ef6\u7684\u4f9d\u8d56\u7ba1\u7406\u548c\u52a8\u6001\u52a0\u8f7d\u7b49\u7b49\uff0c\u56e0\u6b64\u53ef\u4ee5\u7406\u89e3\u4e3aReality World\u662f\u4e00\u4e2a\u50cf\u533a\u5757\u94fe\u7c7b\u4f3c\u7684\u5206\u5e03\u5f0f\u7cfb\u7edf\uff1b\u540c\u65f6\uff0c\u5373\u4f7f\u662f\u5728\u6e90\u4ee3\u7801\u7684\u7ffb\u8bd1\u89e3\u91ca\u90e8\u5206\uff0cReality World\u4e5f\u6709\u7740\u5f88\u591a\u533a\u522b\u4e8e\u4f20\u7edf\u52a8\u6001\u8bed\u8a00\u865a\u62df\u673a\u89e3\u91ca\u7684\u6d41\u7a0b\u548c\u67b6\u6784\u3002\\r\\n\\r\\n\u57fa\u4e8e\u8fd9\u5957\u8fd0\u884c\u65f6\u73af\u5883\uff0c\u6211\u4eec\u4f1a\u6784\u5efa3D\u5f15\u64ce\u7684\u80fd\u529b\u4ee5\u4f7f\u7528\u6237\u53ef\u4ee5\u5f00\u53d13D\u5e94\u7528\u7a0b\u5e8f\uff0c\u4f46\u8fd9\u90e8\u5206\u6280\u672f\u8ddf\u4f20\u7edf\u7684\u6e38\u620f\u5f15\u64ce\u4f7f\u7528\u7684\u6280\u672f\u4e0d\u4f1a\u6709\u592a\u5927\u5dee\u5f02\uff0c\u5f53\u7136\u56e0\u4e3a\u8fd0\u884c\u65f6\u73af\u5883\u4e0d\u540c\uff0c\u4e0e\u4e4b\u76f8\u5173\u76843D\u5f15\u64ce\u7684\u67b6\u6784\u548c\u6d41\u7a0b\u80af\u5b9a\u4f1a\u6709\u4e00\u4e9b\u53d8\u5316\uff0c\u6240\u4ee5\u6211\u9884\u671f\u5c06\u6765Reality Create\u7684\u6d41\u7a0b\u5e94\u8be5\u662f\u53ef\u4ee5\u6709\u4e00\u4e9b\u4e0d\u540c\u7684\u521b\u65b0\u4f53\u9a8c\u7684\u3002\\r\\n\\r\\n\u9664\u4e863D\u6e32\u67d3\uff0cReality Create\u7684\u8ba1\u5212\u4e5f\u53ef\u4ee5\u5f00\u53d12D\u5e94\u7528\u7a0b\u5e8f\uff0c\u6240\u4ee5\u6211\u4eec\u662f\u7528\u4e00\u79cd\u7edf\u4e00\u7684\u7f16\u7a0b\u8bed\u8a00\u548c\u8fd0\u884c\u65f6\u73af\u5883\uff0c\u6765\u7edf\u4e003D\u548c\u4f20\u7edf2D\u5e94\u7528\u7a0b\u5e8f\u7684\u5f00\u53d1\u3002\u6240\u4ee5\u5b83\u786e\u5207\u7684\u5b9a\u4f4d\u5e94\u8be5\u662f\u4e00\u4e2a\u57fa\u4e8e\u5206\u5e03\u5f0f\u7684\u3001\u901a\u7528\u7684\u5e94\u7528\u6784\u9020\u548c\u5f00\u53d1\u5e73\u53f0\uff0c\u800c\u4e0d\u5355\u7eaf\u662f\u4e00\u4e2a\u6e38\u620f\u5f15\u64ce\u3002\\r\\n\\r\\n\u4e0e\u4e4b\u76f8\u5173\u7684\u662f\uff0c\\r\\n\\r\\n### Reality World\u5f53\u7136\u4e5f\u4e0d\u662f\u5143\u5b87\u5b99\u9879\u76ee\\r\\n\\r\\n\u4e0d\u7ba1\u600e\u4e48\u5b9a\u4e49\uff0c\u81f3\u5c11\u76ee\u524d\u7684\u5143\u5b87\u5b99\u5927\u90e8\u5206\u90fd\u662f\u504f\u5411\u4e8e3D\uff0c\u7136\u540e\u671f\u671b\u4eba\u4eec\u6709\u4e9b\u66f4\u591a\u6c89\u6d78\u5f0f\u7684\u865a\u62df\u751f\u6d3b\u3002\u8fd9\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u8bf4\u8ddfReality World\u7684\u7406\u5ff5\u751a\u81f3\u662f\u76f8\u53cd\u7684\uff0c\u4ece\u540d\u5b57\u5c31\u53ef\u4ee5\u770b\u51fa\uff0c\u6211\u9009\u62e9Reality\u8fd9\u4e2a\u8bcd\uff0c\u662f\u5e0c\u671b\u6211\u4eec\u80fd\u591f\u5f15\u5bfc\u7528\u6237\u66f4\u591a\u5173\u6ce8\u73b0\u5b9e\uff0cReality 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interoperable system.**\\r\\n\\r\\n\u6216\u8005\uff1a\\r\\n\\r\\n**Interoperating with multi-applications in a modular and composable system.**\\r\\n\\r\\n\u4e5f\u8bb8\u770b\u4e86\u540e\u9762\u7684\u4e00\u4e9b\u4ecb\u7ecd\u4f60\u80fd\u591f\u5927\u6982\u7406\u89e3\u4e0a\u9762\u4e24\u53e5\u8bdd\u7684\u542b\u4e49\\r\\n\\r\\n## \u6784\u5efa\u4e00\u4e2a\u4e92\u64cd\u4f5c\u7684\u6570\u5b57\u4e16\u754c\\r\\n\\r\\n![img](images\\\\3.jpg)\\r\\n\\r\\n\u4e92\u64cd\u4f5c\u662fReality World\u6700\u6838\u5fc3\u7684\u673a\u5236\\r\\n\\r\\n\u6211\u5370\u8c61\u4e2d\uff0c\u5de5\u4e1a\u754c\u548c\u5a92\u4f53\u5f00\u59cb\u771f\u6b63\u8ba8\u8bba\u4e92\u64cd\u4f5c\u6027\u53ca\u5176\u76f8\u5173\u7684\u4e00\u4e9b\u8bba\u636e\uff0c\u5927\u90e8\u5206\u90fd\u6765\u6e90\u4e8eTim Sweeney\u7684\u90a3\u7bc7\u6f14\u8bb2\uff1a[https://dl.acm.org/doi/10.1145/3306307.3339844](https://link.zhihu.com/?target=https%3A//dl.acm.org/doi/10.1145/3306307.3339844)\\r\\n\\r\\n\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u8bf4\uff0cReality World\u7684\u76ee\u6807\u8ddfTim\u7684\u4e00\u4e9b\u63cf\u8ff0\u548c\u613f\u666f\u662f\u76f8\u4f3c\u7684\uff0c\u4f46\u4e5f\u5b58\u5728\u6bd4\u8f83\u5927\u7684\u6839\u672c\u4e0d\u540c\uff0c\u6211\u9996\u5148\u63cf\u8ff0\u8ddfTim\u6f14\u8bb2\u7684\u4e00\u4e9b\u5173\u7cfb\u548c\u903b\u8f91\uff0c\u7136\u540e\u518d\u4ecb\u7ecd\u6211\u4eec\u7684\u601d\u8003\uff0c\u901a\u8fc7\u8fd9\u4e9b\u95ee\u9898\u5c31\u53ef\u4ee5\u6bd4\u8f83\u81ea\u7136\u5730\u7406\u89e3Reality 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Engine\u7684C++\u6216\u8005blueprint\u5f00\u53d1\u7684\u5e94\u7528\u7a0b\u5e8f\u5728\u300a\u5821\u5792\u4e4b\u591c\u300b\u5185\u5b58\u73af\u5883\u4e2d\u8fd0\u884c\uff0cUnreal Engine\u76ee\u524d\u4e5f\u6ca1\u6709\u6bd4\u8f83\u6210\u719f\u7684\u811a\u672c\u7f16\u7a0b\u8bed\u8a00\u65b9\u6848\uff0c\u56e0\u6b64Epic\u9700\u8981\u5f00\u53d1\u4e00\u5957\u65b0\u7684\u811a\u672c\u8bed\u8a00\uff0c\u8fd9\u5c31\u662f\u4eca\u5e74\u65e9\u4e9b\u65f6\u5019\u53d1\u5e03\u7684Verse programming language\u3002Epic\u4e3a\u6b64\u6316\u6765\u4e86Haskell\u7684\u4f5c\u8005Simon Peyton Jones\uff0c\u4ee5\u53ca\u4e4b\u524d\u6536\u8d2d\u7684\u4e00\u4e2a\u4e3aUnreal Engine\u5f00\u53d1\u811a\u672c\u8bed\u8a00\u7684\u56e2\u961fSkookumScript\uff0c\u636e\u8bf4\u8fd8\u6709\u5199V8\u5185\u6838\u7684\u4f5c\u8005\u3002\\r\\n\\r\\n\u5173\u4e8eVerse language\u672c\u8eab\uff0c\u76ee\u524d\u8fd8\u6ca1\u6709\u592a\u591a\u4fe1\u606f\uff0c\u4f46\u662f\u53ef\u4ee5\u60f3\u8c61\u8fd9\u4e2a\u811a\u672c\u8bed\u8a00\u7684\u4f7f\u547d\u4e00\u662f\u4e3a\u300a\u5821\u5792\u4e4b\u591c\u300b\u7684\u521b\u4f5c\u63d0\u4f9b\u4e00\u79cd\u5b89\u5168\u7684\u7f16\u7a0b\u8bed\u8a00\uff0c\u800c\u4e14\u53ef\u4ee5\u60f3\u8c61\u8fd9\u4e2a\u811a\u672c\u8bed\u8a00\u5fc5\u7136\u5305\u542b\u4e00\u5b9a\u7684\u6c99\u76d2\u673a\u5236\uff0c\u6765\u4fdd\u8bc1\u5b89\u5168\u6027\u3002\\r\\n\\r\\n\u534f\u4f5c\u7684\u7b2c\u4e8c\u4e2a\u8981\u6c42\u662f\u4e92\u64cd\u4f5c\uff0c\u4e92\u64cd\u4f5c\u6027\u7684\u5b9a\u4e49\u5982\u4e0b\uff1a\\r\\n\\r\\n> **Interoperability** is a characteristic of a product or system to work with other products or systems\\r\\n\\r\\n\u4e92\u64cd\u4f5c\u901a\u5e38\u662f\u548c\u6807\u51c6\u76f8\u5173\u7684\uff1a\\r\\n\\r\\n> If two or more systems use commondata formatsandcommunication protocolsand are capable of communicating with each other, they exhibit*syntactic interoperability*. XML and SQL are examples of common data formats and 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namespace of our dialect.\\r\\nlet name = \\"toy\\";\\r\\n// The C++ namespace that the dialect class // definition resides in.\\r\\nlet cppNamespace = \\"toy\\";\\r\\n}\\r\\n```\\r\\n\\r\\n\u751f\u6210\u7684C++\u4ee3\u7801\u5982\u4e0b\uff1a\\r\\n\\r\\n```cpp\\r\\nclass ToyDialect : public mlir::Dialect {\\r\\n public:\\r\\nToyDialect(mlir::MLIRContext *context)\\r\\n  : mlir::Dialect(\\"toy\\", context,\\r\\n      mlir::TypeID::get<ToyDialect>()) {\\r\\n  initialize();\\r\\n}\\r\\nstatic llvm::StringRef getDialectNamespace() {\\r\\n  return \\"toy\\";\\r\\n}\\r\\nvoid initialize()\\r\\n```\\r\\n\\r\\n\u8fd9\u6837\u591a\u79cdIR\u5c31\u53ef\u4ee5\u80fd\u591f\u88ab\u8f7b\u6613\u7ec4\u5408\u4f7f\u7528\uff0c\u4f60\u53ef\u4ee5\u9009\u62e9\u793e\u533a\u5404\u79cd\u4e30\u5bcc\u7684\u6a21\u5757\u8fdb\u884c\u7ec4\u5408\uff0c\u6765\u751f\u6210\u7279\u5b9a\u7684\u7f16\u8bd1\u6d41\u7a0b\uff0c\u6240\u4ee5MLIR\u53c8\u79f0\u4f5c\u201c\u751f\u6210\u7f16\u8bd1\u5668\u7684\u7f16\u8bd1\u5668\u201d\u3002\u5b9e\u9645\u4e0a\uff0c\u788e\u7247\u5316\u5728\u5de5\u4e1a\u754c\u662f\u4e00\u4e2a\u5f88\u5927\u7684\u95ee\u9898\uff0c\u6bcf\u5bb6\u516c\u53f8\u5728\u5f00\u53d1\u81ea\u5df1\u7684\u8f6f\u4ef6\u7684\u65f6\u5019\u4e0d\u4f1a\u8003\u8651\u90a3\u4e48\u591a\uff0c\u89c9\u5f97\u6211\u53ea\u8981\u6295\u5165\u7814\u53d1\u8d44\u6e90\u628a\u81ea\u5df1\u8f6f\u4ef6\u505a\u597d\u5c31\u884c\uff0c\u4f46\u662f\u771f\u6b63\u5728\u7528\u6237\u4fa7\u4f7f\u7528\u7684\u65f6\u5019\uff0cTA\u53ef\u80fd\u9700\u8981\u591a\u4e2a\u8f6f\u4ef6\u662f\u53ef\u4ee5\u76f8\u4e92\u534f\u4f5c\u7684\uff0c\u751a\u81f3\u4f60\u7684\u7528\u6237\u53ef\u80fd\u5c31\u662f\u5f00\u53d1\u8005\uff0c\u8fd9\u4e2a\u5f00\u53d1\u8005\u53ef\u80fd\u5e0c\u671b\u4e0d\u540c\u7684\u8f6f\u4ef6\u53ef\u4ee5\u88ab\u66f4\u9ad8\u6548\u7684\u96c6\u6210\u548c\u7ba1\u7406\u3002LLVM\u7684\u4f5c\u8005Chris Lattner\u6700\u65b0\u7684\u521b\u4e1a\u516c\u53f8Modular\u5b9e\u9645\u4e0a\u6838\u5fc3\u5c31\u662f\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4ed6\u7684\u65b0\u7f16\u7a0b\u8bed\u8a00Mojo\uff0c\u9664\u4e86\u4e00\u4e9b\u8bed\u6cd5\u5c42\u9762\u7684\u4f20\u7edf\u4e00\u70b9\u7684\u4e1c\u897f\uff0c\u5f88\u591a\u6838\u5fc3\u80fd\u529b\u90fd\u662f\u6765\u6e90\u4e8e\u5e95\u5c42\u7684MLIR\uff0c\u5176\u4e2dMLIR\u8ddfMojo\u6709\u66f4\u6df1\u5ea6\u7684\u6574\u5408\uff0c\u4f7f\u5f97Mojo\u5177\u6709\u5f88\u5f3a\u7684\u5143\u7f16\u7a0b\u80fd\u529b\u3002Modular\u7684\u6700\u6838\u5fc3\u7684\u903b\u8f91\u5176\u5b9e\u8ddf\u5f53\u5e74\u7684LLVM\u7c7b\u4f3c\uff0c\u89e3\u51b3\u788e\u7247\u5316\u95ee\u9898\uff0c\u5f53\u7136Modular\u6709\u5f88\u591a\u73b0\u5728\u8f6f\u4ef6\u7684\u8fd0\u8425\u601d\u8def\u53ef\u80fd\u4f1a\u5f62\u6210\u66f4\u597d\u7684\u5e73\u53f0\u548c\u751f\u6001\uff0c\u56e0\u6b64\u5b83\u662f\u4e00\u5bb6\u5546\u4e1a\u516c\u53f8\uff0c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\u3002\\r\\n\\r\\n![img](images\\\\modular.png)\\r\\n\\r\\nModular\\r\\n\\r\\n\u4e0a\u8ff0\u7684\u8f6f\u4ef6\u67b6\u6784\u90fd\u4e3a\u89e3\u51b3\u5e94\u7528\u4e4b\u95f4\u4e92\u64cd\u4f5c\u53ca\u5176\u788e\u7247\u5316\u63d0\u4f9b\u4e86\u5f88\u597d\u7684\u601d\u60f3\uff0c\u7136\u800c\u4e3a\u4e86\u66f4\u597d\u7684\u8f6f\u4ef6\u534f\u4f5c\uff0c\u8fd9\u4e9b\u673a\u5236\u8fd8\u4e0d\u591f\u3002\u4e0a\u8ff0\u7684\u8f6f\u4ef6\u90fd\u662f\u6bd4\u8f83\u504f\u5e95\u5c42\u7684\u57fa\u7840\u8f6f\u4ef6\uff0c\u800c\u4e0d\u662f\u9762\u5411\u4e0a\u5c42\u7528\u6237\u4fa7\u7684\uff0c\u56e0\u6b64\u4e0d\u9700\u8981\u8003\u8651\u5f88\u591a\u5176\u4ed6\u95ee\u9898\uff0c\u6bd4\u5982\u6027\u80fd\u548c\u683c\u5f0f\u7684\u8fdb\u5316\u3002\u5f53\u8fdb\u5165\u5230\u4e00\u4e2a\u66f4\u4e0a\u5c42\u7684\u6d88\u8d39\u7aef\u5e94\u7528\uff0c\u9996\u5148\u4e0a\u8ff0\u7684\u65b9\u5f0f\u5728\u4e0d\u540c\u7684\u6a21\u5757\u4e4b\u95f4\u4ea4\u6362\u7684\u90fd\u662f\u6587\u672c\u6570\u636e\uff0c\u5982\u679c\u4f60\u8ba9\u4e00\u4e2a\u5b9e\u65f6\u7684\u6e38\u620f\u5185\u90e8\u7684\u6bcf\u4e00\u6b21\u4e92\u64cd\u4f5c\u90fd\u9700\u8981\u7f16\u89e3\u7801\u6587\u672c\uff0c\u8fd9\u663e\u7136\u662f\u4f1a\u5f71\u54cd\u6027\u80fd\u7684\uff1b\u6b64\u5916\uff0c\u5e94\u7528\u5c42\u7684\u9700\u6c42\u66f4\u5bb9\u6613\u53d8\u5316\uff0c\u5373\u4f7f\u5e73\u53f0\u63d0\u4f9b\u4e86\u4e00\u79cd\u751f\u6210\u7edf\u4e00\u683c\u5f0f\u89e3\u6790\u7684\u4ee3\u7801\u53ca\u5176\u53d1\u73b0\u7684\u673a\u5236\uff0c\u4f46\u662f\u600e\u4e48\u5e94\u5bf9\u8fd9\u4e9b\u683c\u5f0f\u7684\u66f4\u9891\u7e41\u5730\u53d8\u5316\u5462\uff1f\u4e3a\u6b64\uff0cReality World\u5728\u8fd9\u4e9b\u65b9\u9762\u505a\u51fa\u4e86\u4e00\u4e9b\u521b\u65b0\u5c1d\u8bd5\u3002\\r\\n\\r\\n\u7ed3\u5408\u524d\u9762\u8ba8\u8bba\u7684\u6c99\u76d2\u6280\u672f\u3001\u4e92\u64cd\u4f5c\u3001\u788e\u7247\u5316\u7b49\u7b49\u673a\u5236\uff0cReality World\u5e0c\u671b\u80fd\u591f\u901a\u8fc7\u4e00\u4e9b\u521b\u65b0\u63a2\u7d22\uff0c\u6784\u5efa\u8d77\u4e00\u4e2a\u66f4\u597d\u7684\u4e92\u64cd\u4f5c\u5e73\u53f0\uff0c\u4f7f\u5f97\u4e0a\u9762\u7684\u5e94\u7528\u4e4b\u95f4\u53ef\u4ee5\u66f4\u597d\u5730\u534f\u4f5c\uff0c\u5b83\u770b\u8d77\u6765\u50cf\u662f\u57fa\u4e8eOSI\u4e4b\u4e0a\u6dfb\u52a0\u7684\u4e00\u4e2a\u4e92\u64cd\u4f5c\u5c42\uff0c\u5728\u8fd9\u4e2a\u4e92\u64cd\u4f5c\u5c42\u4e2d\uff0c\u5e94\u7528\u7a0b\u5e8f\u64cd\u4f5c\u7684\u662f\u6765\u81ea\u5176\u4ed6\u5e94\u7528\u7684\u5185\u5b58\u6570\u636e\uff0c\u5c31\u50cf\u4f60\u8bbf\u95ee\u81ea\u5df1\u7684\u5185\u5b58\u6570\u636e\u4e00\u6837\u7b80\u5355\uff0c\u5c3d\u7ba1\u8fd9\u4e2a\u6570\u636e\u53ef\u80fd\u6765\u81ea\u4e8e\u5176\u4ed6\u7684\u670d\u52a1\u5668\u3002\\r\\n\\r\\n## \u65b0\u7684\u5e94\u7528\u7a0b\u5e8f\u6784\u9020\u65b9\u6cd5\\r\\n\\r\\n![img](images\\\\pl.jpg)\\r\\n\\r\\nReality 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\u6211\u4e00\u76f4\u4e0d\u559c\u6b22\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u7684\u65b9\u5f0f\\r\\n- \u6211\u66f4\u559c\u6b22\u5f00\u53d1\u80fd\u591f\u7528\u4e8e\u6784\u9020\u8f6f\u4ef6\u7684\u8f6f\u4ef6\\r\\n\\r\\n\u4eca\u5929\uff0cReality World\u7684\u7b2c\u4e8c\u4e2a\u6838\u5fc3\u5173\u6ce8\u70b9\u548c\u57fa\u7840\u5c31\u662f\u5728\u8fd9\u4e24\u4e2a\u65b9\u9762\u505a\u51fa\u4e86\u4e00\u4e9b\u65b0\u7684\u63a2\u7d22\u3002\u4e16\u754c\u4e0a\u53ea\u6709\u5927\u7ea6\u4e0d\u52300.5%\u7684\u4eba\u662f\u4f1a\u7f16\u5199\u4ee3\u7801\u7684\uff0c\u7ea63000\u4e07\u5de6\u53f3\uff0c\u6240\u4ee5\u6570\u5b57\u5316\u8868\u8fbe\u7684\u6f5c\u529b\u8fd8\u8fdc\u8fdc\u6ca1\u6709\u88ab\u53d1\u6325\u51fa\u6765\u3002\u5982\u679c\u6211\u4eec\u5c06\u8fd9\u4e2a\u6570\u5b57\u63d0\u5347\u52305\u4ebf~10\u4ebf\uff0c\u770b\u770b\u8fd8\u6709\u54ea\u4e9b\u53d8\u9769\u9700\u8981\u53d1\u751f\uff0c\u53ef\u80fd\u4e0e\u4f60\u60f3\u8c61\u4e2d\u4e0d\u592a\u4e00\u6837\uff0c\u7f16\u7a0b\u8bed\u8a00\u7684\u8bed\u6cd5\u672c\u8eab\u53ef\u80fd\u5e76\u4e0d\u662f\u5236\u7ea6\u56e0\u7d20\u3002\\r\\n\\r\\n### \u9762\u5411\u5bf9\u8c61\u7684\u672c\u8d28\u662f\u9694\u79bb\\r\\n\\r\\n\u5341\u591a\u5e74\u5de5\u4f5c\u7ecf\u5386\uff0c\u6211\u5199\u8fc7C#\u3001C\u3001C++\u3001Ruby\u3001Lua\u3001Rust\u7b49\uff0c\u4ee5\u53ca\u6700\u8fd1\u4e00\u5e74\u591a\uff0c\u6211\u51e0\u4e4e\u770b\u4e86\u6240\u6709\u80fd\u4e70\u5230\u8ddf\u7f16\u7a0b\u8bed\u8a00\u548c\u7f16\u8bd1\u7b49\u76f8\u5173\u7684\u4e66\u7c4d\uff08\u540e\u9762\u4f1a\u4ecb\u7ecd\uff09\u3002\u5728\u6211\u5199\u8fc7\u7684\u4ee3\u7801\u4e2d\uff0c\u603b\u6709\u4e00\u79cd\u611f\u89c9\uff0c\u4e0d\u7ba1\u6211\u770b\u8fc7\u591a\u5c11\u8bbe\u8ba1\u6a21\u5f0f\u6216\u8005\u67b6\u6784\u76f8\u5173\u7684\u8d44\u6599\uff0c\u6211\u603b\u662f\u89c9\u5f97\u5f88\u96be\u5199\u51fa\u90a3\u79cd\u903b\u8f91\u7ed3\u6784\u7279\u522b\u6e05\u6670\u7684\u67b6\u6784\u548c\u4ee3\u7801\uff0c\u56e0\u6b64\u7f16\u7a0b\u4f53\u9a8c\u50cf\u662f\u603b\u6709\u4e00\u4e2a\u4ec0\u4e48\u4e1c\u897f\uff0c\u5835\u5728\u6211\u7684\u5fc3\u91cc\u3002\\r\\n\\r\\n\u6211\u4eec\u73b0\u4ee3\u7684\u9879\u76ee\u5f00\u53d1\u4f7f\u7528\u7684\u7f16\u7a0b\u8bed\u8a00\uff0c\u6216\u591a\u6216\u5c11\u5927\u90e8\u5206\u662f\u548c\u9762\u5411\u5bf9\u8c61\u76f8\u5173\u7684\uff0c\u5c3d\u7ba1\u770b\u8d77\u6765\u9762\u5411\u5bf9\u8c61\u7684\u672c\u8d28\u662f\u8ba9\u6211\u4eec\u66f4\u597d\u5730\u5c01\u88c5\u5404\u81ea\u6bd4\u8f83\u72ec\u7acb\u7684\u903b\u8f91\uff0c\u4f7f\u5927\u89c4\u6a21\u8f6f\u4ef6\u7ec4\u7ec7\u8d77\u6765\u66f4\u52a0\u8f7b\u677e\uff1a\u4f60\u4e0d\u9700\u8981\u5173\u5fc3\u5176\u4ed6\u5bf9\u8c61\u7684\u5185\u90e8\u903b\u8f91\u5c31\u53ef\u4ee5\u8f7b\u6613\u5730\u548c\u5b83\u4eec\u4e00\u8d77\u7ec4\u5408\u8d77\u6765\u534f\u4f5c\u3002\\r\\n\\r\\n\u7136\u800c\u5b9e\u9645\u4e0a\u5e76\u4e0d\u662f\u8fd9\u6837\uff0c\u5927\u90e8\u5206\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u8bed\u8a00\u4f1a\u8ba9\u4eba\uff08\u7279\u522b\u662f\u521d\u5b66\u8005\uff09\u8bef\u4ee5\u4e3a\u7f16\u7a0b\u5c31\u5e94\u8be5\u8fd9\u6837\uff0c\u5b83\u662f\u5728\u6a21\u62df\u771f\u5b9e\u4e16\u754c\u7684\u8fd0\u884c\u673a\u5236\u3002\u90a3\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5b8c\u7f8e\u7684\u6a21\u578b\u5374\u6ca1\u6709\u4ea7\u751f\u8fd9\u4e48\u5b8c\u7f8e\u7684\u4f53\u9a8c\u5462\uff1f\u76f4\u5230\u6700\u8fd1\u4e00\u5e74\u591a\u5bf9\u9762\u5411\u5bf9\u8c61\u7684\u66f4\u591a\u7406\u89e3\uff08\u7279\u522b\u662fErlang\uff09\u624d\u4f53\u4f1a\u5230\u5176\u4e2d\u4e00\u4e9b\u95ee\u9898\u3002\\r\\n\\r\\n\u77e5\u4e4e \\r\\n\\r\\n[@\u5927\u5bbd\u5bbd](https://www.zhihu.com/people/16d0cb25df98c0c909e60b135a5800c5)\\r\\n\\r\\n \u6709\u4e00\u7bc7\u56de\u7b54\uff1a[\u5982\u4f55\u770b\u5f85Erlang\u4e4b\u7236Joe Armstrong\u89c9\u5f97OO\u7f16\u7a0b\u5f88\u70c2\uff1f](https://www.zhihu.com/question/29888990/answer/703226836)\uff0c\u5176\u4e2d\u5f15\u7528\u5230Erlang\u4e4b\u7236Joe Armstrong\u7684\u4e00\u6bb5\u91c7\u8bbf\uff1a[Ralph Johnson, Joe Armstrong on the State of OOP](https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/)\\r\\n\\r\\n\\r\\n\\r\\n> Alan Kay himself wrote this famous thing and said **\\"The notion of object oriented programming is completely** [misunderstood](https://www.zhihu.com/search?q=misunderstood&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra={\\"sourceType\\"%3A\\"answer\\"%2C\\"sourceId\\"%3A703226836})**. It\'s not about objects and classes, it\'s all about messages**\\". He wrote that and he said that the initial [reaction](https://www.zhihu.com/search?q=reaction&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra={\\"sourceType\\"%3A\\"answer\\"%2C\\"sourceId\\"%3A703226836}) to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.\\r\\n\\r\\nAlan Kay\u8ba4\u4e3aOOP\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u6d88\u606f\uff0c\u4f46\u662f\u8fd9\u6837\u8bf4\u5176\u5b9e\u6211\u4e2a\u4eba\u89c9\u5f97\u5e76\u4e0d\u592a\u597d\u7406\u89e3\u5230\u672c\u8d28\uff0c\u56e0\u4e3a\u6d88\u606f\u66f4\u50cf\u662fOOP\u8fd9\u79cd\u8bbe\u8ba1\u4e0b\u7684\u4e00\u79cd\u673a\u5236\u6216\u7ed3\u679c\uff0c\u800c\u4e0d\u662fOOP\u672c\u8eab\u7684\u5b9a\u4e49\u3002\u6211\u89c9\u5f97OOP\u7684\u672c\u8d28\u5e94\u8be5\u662f\u9694\u79bb\uff0c\u53ea\u6709\u505a\u5230\u771f\u6b63\u7684\u9694\u79bb\uff0c\u624d\u80fd\u771f\u6b63\u964d\u4f4e\u7cfb\u7edf\u7684\u590d\u6742\u5ea6\uff0c\u56e0\u4e3a\u7edd\u5bf9\u7684\u9694\u79bb\u4f7f\u5f97\u4f60\u5b8c\u5168\u4e0d\u9700\u8981\u4e5f\u4e0d\u80fd\u4e86\u89e3\u53e6\u4e00\u4e2a\u7269\u4f53\u5185\u90e8\u7684\u8fd0\u4f5c\uff0c\u4f60\u4eec\u53ea\u9700\u8981\u901a\u8fc7\u4e00\u4e9b\u5916\u5728\u7684\u5c5e\u6027\u8fdb\u884c\u4ea4\u4e92\uff0c\u6211\u4eec\u7684\u5f00\u53d1\u4e5f\u4ec5\u9700\u8981\u4e86\u89e3\u8fd9\u4e9b\u7b80\u5355\u7684\u5916\u5728\u5c5e\u6027\u3002\u73b0\u4ee3\u5927\u90e8\u5206\u7f16\u7a0b\u8bed\u8a00\u66f4\u5f3a\u8c03\u7684\u662fobject\u548cclass\uff0c\u8ba4\u4e3a\u5bf9\u8c61\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u5c01\u88c5\uff0c\u8fd9\u672c\u8eab\u4e5f\u6ca1\u6709\u9519\uff0c\u5c01\u88c5\u7684\u76ee\u7684\u4e5f\u4e00\u5b9a\u662f\u4e3a\u4e86\u8ba9\u522b\u4eba\u4e0d\u9700\u8981\u5173\u6ce8\u4f60\u7684\u5185\u90e8\u7ec6\u8282\uff0c\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u5f88\u591a\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u8bed\u8a00\u5ffd\u7565\u4e86\u9694\u79bb\u7684\u610f\u4e49\uff0c\u4e3a\u4e86\u65b9\u4fbf\u7a0b\u5e8f\u5458\u66f4\u7075\u6d3b\u76f4\u63a5\u5730\u83b7\u53d6\u6570\u636e\u548c\u65b9\u6cd5\uff0c\u63d0\u4f9b\u4e00\u4e9b\u673a\u5236\uff0c\u4f7f\u5f97\u4e00\u4e2a\u5bf9\u8c61\u53ef\u4ee5\u5f88\u8f7b\u6613\u5730\u8bbf\u95ee\u5230\u53e6\u4e00\u4e2a\u5bf9\u8c61\u5185\u90e8\u7684\u3001\u8ddf\u5176\u5185\u90e8\u8fd0\u4f5c\u76f8\u5173\u7684\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u539f\u672c\u662f\u9700\u8981\u7edd\u5bf9\u9694\u79bb\u7684\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5c31\u4f7f\u5f97\u9694\u79bb\u5931\u53bb\u4e86\u610f\u4e49\uff0c\u5c3d\u7ba1\u6211\u4eec\u53ef\u4ee5\u6307\u5b9a\u89c4\u8303\u8981\u6c42\u81ea\u5df1\u4ee5\u5bf9\u8c61\u4e3a\u5355\u4f4d\u8fdb\u884c\u7edd\u5bf9\u9694\u79bb\uff0c\u4f46\u662f\u5927\u90e8\u5206\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5f88\u96be\u505a\u5230\u4e00\u4e2a\u5f88\u597d\u7684\u8bbe\u8ba1\uff0c\u6700\u540e\u7684\u7ed3\u679c\u662f\u7a0b\u5e8f\u5185\u90e8\u5bf9\u8c61\u4e4b\u95f4\u76f8\u4e92\u8026\u5408\u592a\u591a\uff0c\u4e0d\u7ba1\u662f\u7ba1\u7406\u3001\u7ef4\u62a4\u3001\u7406\u89e3\u8d77\u6765\u90fd\u662f\u82b1\u8d39\u5f88\u5927\u7684\u7cbe\u529b\u3002\\r\\n\\r\\n![img](images\\\\Robert_Virding_and_Joe_Armstrong.jpg)\\r\\n\\r\\nErlang\u4e4b\u7236Joe Armstrong\uff08\u53f3\uff09\\r\\n\\r\\nErlang\u5c31\u91c7\u7528\u4e86\u4e00\u79cd\u4e0d\u540c\u7684\u673a\u5236\uff0c\u5b83\u4ece\u8bed\u8a00\u4f53\u7cfb\u4e0a\u5c31\u4e0d\u5141\u8bb8\u5bf9\u8c61\u4e4b\u95f4\u80fd\u591f\u76f4\u63a5\u8bbf\u95ee\u5185\u90e8\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u6bcf\u4e2a\u51fd\u6570\u90fd\u5206\u914d\u4e3a\u72ec\u7acb\u7684\u7ebf\u7a0b\uff0c\u7ebf\u7a0b\u4e4b\u95f4\u53ea\u80fd\u901a\u8fc7\u6d88\u606f\u8fdb\u884c\u4f20\u9012\u548c\u8054\u7cfb\uff0c\u8fd9\u6837\u7a0b\u5e8f\u5458\u5c31\u5f88\u96be\u5199\u51fa\u8026\u5408\u6bd4\u8f83\u6df1\u7684\u4ee3\u7801\uff0c\u540c\u65f6\u8fd9\u79cd\u9694\u79bb\u5bf9\u5e76\u884c\u8ba1\u7b97\u548c\u5206\u5e03\u5f0f\u4e5f\u5e26\u6765\u4e86\u597d\u5904\u3002\u6240\u4ee5Joe Armstrong\u8bf4\uff0c\u6839\u636eAlan Kay\u7684\u63cf\u8ff0\uff0cErlang\u53ef\u80fd\u662f\u552f\u4e00\u771f\u6b63\u9762\u5411\u5bf9\u8c61\u7684\u7f16\u7a0b\u8bed\u8a00\uff1a\\r\\n\\r\\n> Erlang has got all these things. It\'s got isolation, it\'s got polymorphism and it\'s got pure messaging. From that point of view, we might say it\'s the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are 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World\u5728\u8fd9\u4e24\u4e2a\u65b9\u9762\u90fd\u505a\u4e86\u4e00\u4e9b\u521b\u65b0\u5c1d\u8bd5\uff0c\u4f7f\u5f97\u5f00\u53d1\u8005\u65e2\u53ef\u4ee5\u50cf\u4f20\u7edf\u7684\u5c40\u90e8\u53d8\u91cf\u4e00\u6837\u53bb\u65b9\u9762\u5176\u5b83\u5bf9\u8c61\u7684\u6570\u636e\uff0c\u53c8\u53ef\u4ee5\u50cfErlang\u4e00\u6837\u62e5\u6709\u7edd\u5bf9\u7684\u9694\u79bb\uff0c\u8fd9\u79cd\u9694\u79bb\u5e26\u6765\u7f16\u7a0b\u590d\u6742\u5ea6\u4e0a\u7684\u51cf\u5c11\uff0c\u964d\u4f4e\u7f16\u7a0b\u95e8\u69db\u3002\\r\\n\\r\\n### 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diff --git a/zh/assets/js/a54713d3.57e90409.js b/zh/assets/js/a54713d3.57e90409.js
new file mode 100644
index 0000000..89a9390
--- /dev/null
+++ b/zh/assets/js/a54713d3.57e90409.js
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dialect.\n    ...\n}];\n  // The namespace of our dialect.\nlet name = "toy";\n// The C++ namespace that the dialect class // definition resides in.\nlet cppNamespace = "toy";\n}\n')),(0,a.kt)("p",null,"\u751f\u6210\u7684C++\u4ee3\u7801\u5982\u4e0b\uff1a"),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-cpp"},'class ToyDialect : public mlir::Dialect {\n public:\nToyDialect(mlir::MLIRContext *context)\n  : mlir::Dialect("toy", context,\n      mlir::TypeID::get<ToyDialect>()) {\n  initialize();\n}\nstatic llvm::StringRef getDialectNamespace() {\n  return "toy";\n}\nvoid initialize()\n')),(0,a.kt)("p",null,"\u8fd9\u6837\u591a\u79cdIR\u5c31\u53ef\u4ee5\u80fd\u591f\u88ab\u8f7b\u6613\u7ec4\u5408\u4f7f\u7528\uff0c\u4f60\u53ef\u4ee5\u9009\u62e9\u793e\u533a\u5404\u79cd\u4e30\u5bcc\u7684\u6a21\u5757\u8fdb\u884c\u7ec4\u5408\uff0c\u6765\u751f\u6210\u7279\u5b9a\u7684\u7f16\u8bd1\u6d41\u7a0b\uff0c\u6240\u4ee5MLIR\u53c8\u79f0\u4f5c\u201c\u751f\u6210\u7f16\u8bd1\u5668\u7684\u7f16\u8bd1\u5668\u201d\u3002\u5b9e\u9645\u4e0a\uff0c\u788e\u7247\u5316\u5728\u5de5\u4e1a\u754c\u662f\u4e00\u4e2a\u5f88\u5927\u7684\u95ee\u9898\uff0c\u6bcf\u5bb6\u516c\u53f8\u5728\u5f00\u53d1\u81ea\u5df1\u7684\u8f6f\u4ef6\u7684\u65f6\u5019\u4e0d\u4f1a\u8003\u8651\u90a3\u4e48\u591a\uff0c\u89c9\u5f97\u6211\u53ea\u8981\u6295\u5165\u7814\u53d1\u8d44\u6e90\u628a\u81ea\u5df1\u8f6f\u4ef6\u505a\u597d\u5c31\u884c\uff0c\u4f46\u662f\u771f\u6b63\u5728\u7528\u6237\u4fa7\u4f7f\u7528\u7684\u65f6\u5019\uff0cTA\u53ef\u80fd\u9700\u8981\u591a\u4e2a\u8f6f\u4ef6\u662f\u53ef\u4ee5\u76f8\u4e92\u534f\u4f5c\u7684\uff0c\u751a\u81f3\u4f60\u7684\u7528\u6237\u53ef\u80fd\u5c31\u662f\u5f00\u53d1\u8005\uff0c\u8fd9\u4e2a\u5f00\u53d1\u8005\u53ef\u80fd\u5e0c\u671b\u4e0d\u540c\u7684\u8f6f\u4ef6\u53ef\u4ee5\u88ab\u66f4\u9ad8\u6548\u7684\u96c6\u6210\u548c\u7ba1\u7406\u3002LLVM\u7684\u4f5c\u8005Chris 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Armstrong\u5728\u4e00\u6b21\u91c7\u8bbf\u4e2d\uff08",(0,a.kt)("a",{parentName:"p",href:"https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/"},"Ralph Johnson, Joe Armstrong on the State of OOP")," \uff09\u8bb2\u5230\uff1a"),(0,a.kt)("blockquote",null,(0,a.kt)("p",{parentName:"blockquote"},"Alan Kay himself wrote this famous thing and said ",(0,a.kt)("strong",{parentName:"p"},'"The notion of object oriented programming is completely')," ",(0,a.kt)("a",{parentName:"p",href:"https://www.zhihu.com/search?q=misunderstood&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D"},"misunderstood"),(0,a.kt)("strong",{parentName:"p"},". It's not about objects and classes, it's all about messages"),'". He wrote that and he said that the initial ',(0,a.kt)("a",{parentName:"p",href:"https://www.zhihu.com/search?q=reaction&search_source=Entity&hybrid_search_source=Entity&hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D"},"reaction")," to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.")),(0,a.kt)("p",null,"Alan Kay\u8ba4\u4e3aOOP\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u6d88\u606f\uff0c\u4f46\u662f\u8fd9\u6837\u8bf4\u5176\u5b9e\u6211\u4e2a\u4eba\u89c9\u5f97\u5e76\u4e0d\u592a\u597d\u7406\u89e3\u5230\u672c\u8d28\uff0c\u56e0\u4e3a\u6d88\u606f\u66f4\u50cf\u662fOOP\u8fd9\u79cd\u8bbe\u8ba1\u4e0b\u7684\u4e00\u79cd\u673a\u5236\u6216\u7ed3\u679c\uff0c\u800c\u4e0d\u662fOOP\u672c\u8eab\u7684\u5b9a\u4e49\u3002\u6211\u89c9\u5f97OOP\u7684\u672c\u8d28\u5e94\u8be5\u662f\u9694\u79bb\uff0c\u53ea\u6709\u505a\u5230\u771f\u6b63\u7684\u9694\u79bb\uff0c\u624d\u80fd\u771f\u6b63\u964d\u4f4e\u7cfb\u7edf\u7684\u590d\u6742\u5ea6\uff0c\u56e0\u4e3a\u7edd\u5bf9\u7684\u9694\u79bb\u4f7f\u5f97\u4f60\u5b8c\u5168\u4e0d\u9700\u8981\u4e5f\u4e0d\u80fd\u4e86\u89e3\u53e6\u4e00\u4e2a\u7269\u4f53\u5185\u90e8\u7684\u8fd0\u4f5c\uff0c\u4f60\u4eec\u53ea\u9700\u8981\u901a\u8fc7\u4e00\u4e9b\u5916\u5728\u7684\u5c5e\u6027\u8fdb\u884c\u4ea4\u4e92\uff0c\u6211\u4eec\u7684\u5f00\u53d1\u4e5f\u4ec5\u9700\u8981\u4e86\u89e3\u8fd9\u4e9b\u7b80\u5355\u7684\u5916\u5728\u5c5e\u6027\u3002\u73b0\u4ee3\u5927\u90e8\u5206\u7f16\u7a0b\u8bed\u8a00\u66f4\u5f3a\u8c03\u7684\u662fobject\u548cclass\uff0c\u8ba4\u4e3a\u5bf9\u8c61\u7684\u6838\u5fc3\u662f\u5173\u4e8e\u5c01\u88c5\uff0c\u8fd9\u672c\u8eab\u4e5f\u6ca1\u6709\u9519\uff0c\u5c01\u88c5\u7684\u76ee\u7684\u4e5f\u4e00\u5b9a\u662f\u4e3a\u4e86\u8ba9\u522b\u4eba\u4e0d\u9700\u8981\u5173\u6ce8\u4f60\u7684\u5185\u90e8\u7ec6\u8282\uff0c\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u5f88\u591a\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u8bed\u8a00\u5ffd\u7565\u4e86\u9694\u79bb\u7684\u610f\u4e49\uff0c\u4e3a\u4e86\u65b9\u4fbf\u7a0b\u5e8f\u5458\u66f4\u7075\u6d3b\u76f4\u63a5\u5730\u83b7\u53d6\u6570\u636e\u548c\u65b9\u6cd5\uff0c\u63d0\u4f9b\u4e00\u4e9b\u673a\u5236\uff0c\u4f7f\u5f97\u4e00\u4e2a\u5bf9\u8c61\u53ef\u4ee5\u5f88\u8f7b\u6613\u5730\u8bbf\u95ee\u5230\u53e6\u4e00\u4e2a\u5bf9\u8c61\u5185\u90e8\u7684\u3001\u8ddf\u5176\u5185\u90e8\u8fd0\u4f5c\u76f8\u5173\u7684\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u539f\u672c\u662f\u9700\u8981\u7edd\u5bf9\u9694\u79bb\u7684\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5c31\u4f7f\u5f97\u9694\u79bb\u5931\u53bb\u4e86\u610f\u4e49\uff0c\u5c3d\u7ba1\u6211\u4eec\u53ef\u4ee5\u6307\u5b9a\u89c4\u8303\u8981\u6c42\u81ea\u5df1\u4ee5\u5bf9\u8c61\u4e3a\u5355\u4f4d\u8fdb\u884c\u7edd\u5bf9\u9694\u79bb\uff0c\u4f46\u662f\u5927\u90e8\u5206\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5f88\u96be\u505a\u5230\u4e00\u4e2a\u5f88\u597d\u7684\u8bbe\u8ba1\uff0c\u6700\u540e\u7684\u7ed3\u679c\u662f\u7a0b\u5e8f\u5185\u90e8\u5bf9\u8c61\u4e4b\u95f4\u76f8\u4e92\u8026\u5408\u592a\u591a\uff0c\u4e0d\u7ba1\u662f\u7ba1\u7406\u3001\u7ef4\u62a4\u3001\u7406\u89e3\u8d77\u6765\u90fd\u662f\u82b1\u8d39\u5f88\u5927\u7684\u7cbe\u529b\u3002"),(0,a.kt)("p",null,"Erlang\u5c31\u91c7\u7528\u4e86\u4e00\u79cd\u4e0d\u540c\u7684\u673a\u5236\uff0c\u5b83\u4ece\u8bed\u8a00\u4f53\u7cfb\u4e0a\u5c31\u4e0d\u5141\u8bb8\u5bf9\u8c61\u4e4b\u95f4\u80fd\u591f\u76f4\u63a5\u8bbf\u95ee\u5185\u90e8\u6570\u636e\u6216\u65b9\u6cd5\uff0c\u6bcf\u4e2a\u51fd\u6570\u90fd\u5206\u914d\u4e3a\u72ec\u7acb\u7684\u7ebf\u7a0b\uff0c\u7ebf\u7a0b\u4e4b\u95f4\u53ea\u80fd\u901a\u8fc7\u6d88\u606f\u8fdb\u884c\u4f20\u9012\u548c\u8054\u7cfb\uff0c\u8fd9\u6837\u7a0b\u5e8f\u5458\u5c31\u5f88\u96be\u5199\u51fa\u8026\u5408\u6bd4\u8f83\u6df1\u7684\u4ee3\u7801\uff0c\u540c\u65f6\u8fd9\u79cd\u9694\u79bb\u5bf9\u5e76\u884c\u8ba1\u7b97\u548c\u5206\u5e03\u5f0f\u4e5f\u5e26\u6765\u4e86\u597d\u5904\u3002\u6240\u4ee5Joe Armstrong\u8bf4\uff0c\u6839\u636eAlan Kay\u7684\u63cf\u8ff0\uff0cErlang\u53ef\u80fd\u662f\u552f\u4e00\u771f\u6b63\u9762\u5411\u5bf9\u8c61\u7684\u7f16\u7a0b\u8bed\u8a00\uff1a"),(0,a.kt)("blockquote",null,(0,a.kt)("p",{parentName:"blockquote"},"Erlang has got all these things. It's got isolation, it's got polymorphism and it's got pure messaging. From that point of view, we might say it's the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are 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complex system is a system composed of many components which may interact with each other. Examples of complex systems are Earth's global climate, organisms, the human brain, infrastructure such as power grid, transportation or communication systems, complex software and electronic systems, social and economic organizations (like cities), an ecosystem, a living cell, and ultimately the entire universe.")),(0,a.kt)("p",null,"Complex systems are ",(0,a.kt)("a",{parentName:"p",href:"https://en.wikipedia.org/wiki/System"},"systems"),' whose behavior is intrinsically difficult to model due to the dependencies, competitions, relationships, or other types of interactions between their parts or between a given system and its environment. Systems that are "',(0,a.kt)("a",{parentName:"p",href:"https://en.wikipedia.org/wiki/Complexity"},"complex"),'" have distinct properties that arise from these relationships, such as ',(0,a.kt)("a",{parentName:"p",href:"https://en.wikipedia.org/wiki/Nonlinear_system"},"nonlinearity"),", ",(0,a.kt)("a",{parentName:"p",href:"https://en.wikipedia.org/wiki/Emergence"},"emergence"),", ",(0,a.kt)("a",{parentName:"p",href:"https://en.wikipedia.org/wiki/Spontaneous_order"},"spontaneous order"),", ",(0,a.kt)("a",{parentName:"p",href:"https://en.wikipedia.org/wiki/Complex_adaptive_system"},"adaptation"),", and ",(0,a.kt)("a",{parentName:"p",href:"https://en.wikipedia.org/wiki/Feedback"},"feedback loops"),", among others. Because such systems appear in a wide variety of fields, the commonalities among them have become the topic of their independent area of research. In many cases, it is useful to represent such a system as a network where the nodes represent the components and links to their 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DOTS"),"\u6216",(0,a.kt)("a",{parentName:"p",href:"https://bevyengine.org/learn/book/getting-started/ecs/"},"Bevy ECS"),"\u67b6\u6784\u4e2d\uff0c\u5728\u8fd9\u4e9bECS\u67b6\u6784\uff0c\u7ec4\u4ef6\u7684\u6570\u636e\u548c\u529f\u80fd\u88ab\u5206\u79bb\u5f00\u6765\uff0c\u5206\u522b\u5bf9\u5e94Component\u548cSystem\uff0c\u6bcf\u4e2aSystem\u5bf9\u6570\u636e\u7684\u4f7f\u7528\uff0c\u7531\u4e0a\u9762\u90a3\u79cd\u81ea\u5df1\u9700\u8981\u901a\u8fc7\u5168\u5c40\u5171\u4eab\u7684manager\u53d8\u91cf\u53bb\u67e5\u8be2\u83b7\u53d6\uff0c\u6539\u53d8\u4e3a\u901a\u8fc7\u4e00\u4e2aquery\u53c2\u6570\u6765\u58f0\u660e\u5bf9\u6570\u636e\u7684\u9700\u6c42\uff0c\u4f8b\u5982\u5982\u4e0b\u7684System\u58f0\u660e\u5b83\u9700\u8981\u4f7f\u7528Transform\u6570\u636e\uff1a"),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-rust"},'fn print_position_system(query: Query<&Transform>) {\n    for transform in &query {\n        println!("position: {:?}", transform.translation);\n    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Simon")," \u5c31\u662f\u6700\u65e9\u5bf9\u590d\u6742\u7cfb\u7edf\u7684\u67b6\u6784\u8fdb\u884c\u5206\u6790\u7684\u79d1\u5b66\u5bb6\uff0c\u5728\u4ed6\u7684\u8457\u4f5c\u300a",(0,a.kt)("em",{parentName:"p"},(0,a.kt)("a",{parentName:"em",href:"https://en.wikipedia.org/wiki/The_Sciences_of_the_Artificial"},"The Sciences of the Artificial")),"\u300b\u5c31\u5927\u91cf\u4f7f\u7528\u590d\u6742\u7cfb\u7edf\u7684\u89c6\u89d2\u6765\u5206\u6790\u6240\u6709\u7531\u4eba\u7c7b\u53c2\u4e0e\u7684\u4eba\u5de5\u7cfb\u7edf\u3002\u4ed6\u63d0\u51fa\u4e86\u4e00\u4e9b\u6784\u5efa\u8fd9\u79cd\u7cfb\u7edf\u7684\u539f\u5219\u3001\u65b9\u6cd5\u548c\u601d\u7ef4\uff0c\u6bd4\u5982\u901a\u8fc7\u76ee\u6807\u3001\u754c\u9762\u548c\u73af\u5883\u7684\u5173\u7cfb\u6765\u63cf\u8ff0\u4eba\u5de5\u7cfb\u7edf\uff0c\u5176\u4e2d\u7684\u754c\u9762\u5176\u5b9e\u5c31\u76f8\u5f53\u4e8e\u5b50\u7cfb\u7edf\u4e4b\u95f4\u7684\u8fb9\u754c\uff0c\u754c\u9762\u5185\u90e8\u7684\u5c31\u662f\u5185\u90e8\u529f\u80fd\uff0c\u7cfb\u7edf\u9762\u5bf9\u7684\u5916\u90e8\u73af\u5883\u5c31\u662f\u5176\u4ea4\u4e92\u90e8\u5206\uff0c\u800c\u76ee\u6807\u6765\u6e90\u4e8e\u8fdb\u5316\u8bba\u91cc\u9762\u7684\u9009\u62e9\u3002\u8fd9\u4e9b\u7814\u7a76\u5de5\u4f5c\u4e5f\u4e3a\u540e\u6765\u7684\u590d\u6742\u7cfb\u7edf\u5728\u5de5\u7a0b\u4e0a\u5b9e\u65bd\u63d0\u4f9b\u4e86\u8bb8\u591a\u5b9d\u8d35\u7684\u4ef7\u503c\u3002"),(0,a.kt)("p",null,"\u7136\u800c\uff0c\u6700\u8fd1\u51e0\u5341\u5e74\u6765\uff0c\u5c3d\u7ba1\u968f\u7740\u751f\u7269\u5b66\u3001\u7269\u7406\u3001\u5316\u5b66\u7b49\u5b66\u79d1\u7684\u98de\u901f\u53d1\u5c55\u7ed9\u590d\u6742\u7cfb\u7edf\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u5f88\u591a\u4f9d\u636e\uff0c\u4f46\u662f\u4eba\u4eec\u81f3\u4eca\u4f9d\u7136\u6ca1\u6709\u627e\u5230\u5173\u4e8e\u590d\u6742\u7cfb\u7edf\u7684\u7edf\u4e00\u7684\u6570\u5b66\u7406\u8bba\u3002\u66f4\u591a\u7684\u7814\u7a76\u8005\u90fd\u504f\u5411\u4e8e\u590d\u6742\u7cfb\u7edf\u53ef\u80fd\u6ca1\u6709\u50cf\u5176\u5b83\u81ea\u7136\u79d1\u5b66\u4e00\u6837\u5177\u6709\u6bd4\u8f83\u660e\u786e\u7684\u7edf\u4e00\u7684\u6570\u5b66\u7406\u8bba\u3002\u66f4\u591a\u662f\u4ece\u590d\u6742\u7cfb\u7edf\u7684\u4e00\u4e9b\u6bd4\u8f83\u5177\u6709\u5171\u6027\u7684\u4e00\u4e9b\u7279\u5f81\u53bb\u7814\u7a76\u548c\u4f7f\u7528\u590d\u6742\u7cfb\u7edf\u3002"),(0,a.kt)("p",null,"\u5206\u5b50\u751f\u7269\u5b66John E Mayfield\u5728\u4ed6\u7684\u8457\u4f5c\u300aThe Engine of Complexity: Evolution as Computation\u300b\u4e2d\u63d0\u51fa\u4e86\u4e00\u79cd\u5173\u4e8e\u590d\u6742\u7cfb\u7edf\u7684\u89e3\u91ca\uff0c\u5373\u5c06\u8fdb\u5316\u770b\u4f5c\u4e00\u79cd\u8ba1\u7b97\uff0c\u8fd9\u6837\u8ba1\u7b97\u5c31\u662f\u6240\u6709\u590d\u6742\u7cfb\u7edf\u80cc\u540e\u7684\u5f15\u64ce\u3002\u8fd9\u672c\u4e66\u7684 ",(0,a.kt)("a",{parentName:"p",href:"https://www.amazon.com/stores/author/B00DO8488U/about"},"\u4f5c\u8005\u4ecb\u7ecd")," \u5982\u4e0b\uff1a"),(0,a.kt)("blockquote",null,(0,a.kt)("p",{parentName:"blockquote"},"From an early age John E Mayfield was fascinated with science of all kinds. This broad interest led to a BA in physics, a PhD in biophysics, and an academic career in the area of molecular biology. In the late 1990s he was introduced to evolutionary computer algorithms and became fascinated by the relationships between biological evolution and computer based evolution and more generally in the linkages between computation and biological process. The Engine of Complexity, Evolution as Computation is based on his consequent studies. The book shows how biological evolution is a special case of a more general computational notion of evolution, and how that general view of evolution explains not only how life is possible but also how human technology and most or all complex outcomes of human society are possible. It is his first book.")),(0,a.kt)("p",null,"John E 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u53ef\u4ee5\u6839\u636e\u7c7b\u578b\u4fe1\u606f\u63d0\u524d\u68c0\u67e5\u51fa\u6765")),(0,a.kt)("p",null,"\u52a8\u6001\u6388\u6743\u5f88\u91cd\u8981\uff0c\u5982\u679c\u6ca1\u6709\u8fd9\u4e2a\u63a7\u5236\uff0c\u53ea\u662f\u5728Actor\u4e4b\u95f4\u4f20\u9012\u5b57\u7b26\u4e32\uff0c\u610f\u5473\u7740\u67d0\u4e2aActor\u88ab\u6267\u884c\uff0c\u5c31\u65e0\u6cd5\u63a7\u5236\u5b83\u8bbf\u95ee\u6570\u636e\u3002"),(0,a.kt)("h3",{id:"\u5efa\u7acb\u4e00\u4e2a\u4e92\u64cd\u4f5c\u62bd\u8c61"},"\u5efa\u7acb\u4e00\u4e2a\u4e92\u64cd\u4f5c\u62bd\u8c61"),(0,a.kt)("p",null,"\u903b\u8f91\u62bd\u8c61\uff0c\u4e0d\u6d89\u53ca\u7f16\u7a0b\u8bed\u8a00\u4e0e\u7f16\u8bd1\u5668\u5f00\u53d1"),(0,a.kt)("h3",{id:"\u7b80\u5316\u6570\u636e\u83b7\u53d6"},"\u7b80\u5316\u6570\u636e\u83b7\u53d6"),(0,a.kt)("h3",{id:"\u7b80\u5316\u7a0b\u5e8f\u7ed3\u6784"},"\u7b80\u5316\u7a0b\u5e8f\u7ed3\u6784"),(0,a.kt)("h3",{id:"\u590d\u6742\u7cfb\u7edf\u7531\u4e3b\u52a8\u5230\u88ab\u52a8\u81ea\u52a8\u8fd0\u884c"},"\u590d\u6742\u7cfb\u7edf\uff1a\u7531\u4e3b\u52a8\u5230\u88ab\u52a8\u81ea\u52a8\u8fd0\u884c"),(0,a.kt)("p",null,"\u5c40\u90e8\u9a71\u52a8"),(0,a.kt)("p",null,"\u5e94\u7528\u7531\u4e3b\u52a8\u6267\u884c\u5230\u88ab\u52a8\u6301\u7eed\u6267\u884c\uff0c\u8ddf\u7528\u6237\u7684\u4e3b\u52a8\u8f93\u5165\u4e0d\u662f\u540c\u6b65\u7684\uff0c\u53ef\u80fd\u662f\u81ea\u52a8\u6267\u884c\u7684\uff0c\u7528\u6237\u600e\u4e48\u611f\u77e5\u7cfb\u7edf\u53d8\u5316\u72b6\u6001"),(0,a.kt)("blockquote",null,(0,a.kt)("p",{parentName:"blockquote"},"\u5e94\u7528\u7531\u4e3b\u52a8\u6267\u884c\u5230\u88ab\u52a8\u6301\u7eed\u6267\u884c\uff0c\u8ddf\u7528\u6237\u7684\u4e3b\u52a8\u8f93\u5165\u4e0d\u662f\u540c\u6b65\u7684\uff0c\u53ef\u80fd\u662f\u81ea\u52a8\u6267\u884c\u7684\uff0c\u7528\u6237\u600e\u4e48\u611f\u77e5\u7cfb\u7edf\u53d8\u5316\u72b6\u6001"),(0,a.kt)("p",{parentName:"blockquote"},(0,a.kt)("a",{parentName:"p",href:"https://www.zhihu.com/question/26387327/answer/3158798538"},"https://www.zhihu.com/question/26387327/answer/3158798538"))),(0,a.kt)("h3",{id:"\u975e\u4e2d\u5fc3\u5316\u7684\u7cfb\u7edf\u4ea4\u4e92"},"\u975e\u4e2d\u5fc3\u5316\u7684\u7cfb\u7edf\u4ea4\u4e92"),(0,a.kt)("h3",{id:"\u865a\u62df\u673a-1"},"\u865a\u62df\u673a"),(0,a.kt)("h4",{id:"\u5b57\u8282\u7801"},"\u5b57\u8282\u7801"),(0,a.kt)("p",null,"\u672c\u8d28\u4e0a\u7ed3\u6784\u8ddfWasm\u76f8\u4f3c\uff0c\u53ef\u4ee5\u505a\u5230\u5f88\u5e95\u5c42\uff0c\u90fd\u662f\u51fd\u6570\u7ea7\u7684\u6570\u636e\uff0c\u53ea\u662f\u51fd\u6570\u8c03\u8f6c\u7684\u673a\u5236\u4e0d\u4e00\u6837\u3002"),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-json"},'{\n    "magic": "0",\n    "version": "1.0.0", // VM\u7684\u7248\u672c\u53f7\uff0c\u7c7b\u578b\u7684\u89e3\u91ca\u65b9\u6cd5\u4e00\u822c\u4e0d\u53d8\n    "inputs": [         // \u5185\u90e8Standard\u683c\u5f0f\u53ef\u80fd\u5b58\u5728\u548c\u7528\u6237\u7248\u672c\u4e0d\u517c\u5bb9\uff0c\u8fd0\u884c\u65f6\u68c0\u67e5\n        {\n            "User":{\n                "version": "1.0.0",\n                "name": "String"\uff0c\n                "age": "int"\n            }\n        }\n    ],\n    "standards":[\n        "Car":{\n            \n        }\n    ]\n    "components": [\n        {\n            "name":"add_com",\n            "inputs":[\n                "User"\n            ]\n            "output":[]\n        }\n    ],   // \u5185\u90e8\u65b9\u6cd5\n    "outputs": [],      // \u53ef\u80fd\u5b58\u5728\u7248\u672c\u4e0d\u517c\u5bb9\n    "codes"" []         // \u5c06\u6240\u6709\u4ee3\u7801\u653e\u5728\u4e00\u8d77\uff0cComponent\u8fd8\u6709\u5176\u5b83\u53c2\u6570\u4fe1\u606f\u5f71\u54cd\u7f13\u5b58\u8fde\u8d2f\u6027\n}\n')),(0,a.kt)("h4",{id:"inputs"},"inputs"),(0,a.kt)("p",null,"\u5c06\u5c5e\u6027\u5b9a\u4e49\u90fd\u62f7\u8d1d\u8fdbAgent\u5185\u90e8\uff0c\u4e00\u662f\u65b9\u4fbfAgent\u7f16\u8f91\uff0c\u540c\u65f6\u8003\u8651\u5230\u540e\u9762Component\u7684\u53c2\u6570\u7b7e\u540d\u662f\u8ddfStandard\u7684\u5c5e\u6027\u540d\u5b57\u7ed1\u5b9a\u7684\uff0c\u5e76\u6ca1\u6709\u50cf\u4f20\u7edf\u7f16\u8bd1\u5668\u90a3\u6837\u7f16\u8bd1\u4e3a\u5730\u5740\uff0c\u4f8b\u5982\uff1a"),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-json"},'{\n    "inputs":[\n        "User":{\n            "version": "1.0.0",\n            "name": "String"\uff0c\n            "age": "int"\n        }\n    ]\n}\n')),(0,a.kt)("p",null,"\u4f46\u662f\u8fd0\u884c\u65f6\u68c0\u67e5\u5230\u7248\u672c\u4e0d\u4e00\u81f4\u65f6\uff0c\u81ea\u52a8\u505a\u4e00\u4e9b\u8f6c\u5316\u3002"),(0,a.kt)("h5",{id:"standard\u7248\u672c\u517c\u5bb9"},"Standard\u7248\u672c\u517c\u5bb9"),(0,a.kt)("p",null,"\u4e3a\u4e86\u907f\u514d\u4e0d\u65ad\u7684\u66f4\u65b0\uff0c\u5b9e\u884c\u4e24\u4e2a\u7b56\u7565\uff1a"),(0,a.kt)("ul",null,(0,a.kt)("li",{parentName:"ul"},"\u5c0f\u7248\u672c\u5fc5\u987b\u517c\u5bb9"),(0,a.kt)("li",{parentName:"ul"},"\u5927\u7248\u672c\u5fc5\u987b\u66f4\u65b0Agent\uff0c\u5426\u5219\u4e0d\u8ba9\u8fd0\u884c")),(0,a.kt)("h6",{id:"\u5c0f\u7248\u672c\u517c\u5bb9"},"\u5c0f\u7248\u672c\u517c\u5bb9"),(0,a.kt)("ul",null,(0,a.kt)("li",{parentName:"ul"},"\u4fee\u6539\u5b57\u6bb5\u540d\u5b57")),(0,a.kt)("h6",{id:"\u5927\u7248\u672c\u66f4\u65b0"},"\u5927\u7248\u672c\u66f4\u65b0"),(0,a.kt)("ul",null,(0,a.kt)("li",{parentName:"ul"},"\u589e\u52a0\u5b57\u6bb5"),(0,a.kt)("li",{parentName:"ul"},"\u5220\u9664\u5b57\u6bb5"),(0,a.kt)("li",{parentName:"ul"},"\u4fee\u6539\u5b57\u6bb5\u7c7b\u578b = \u5220\u9664\u5b57\u6bb5 + 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h=0;h<s.fields.length;h++){a[A=s.fields[h]]=R.Set.empty}break}for(var g=0;g<m.length;g++){var y=m[g],b=this.invertedIndex[y],v=b._index;for(h=0;h<s.fields.length;h++){var w=b[A=s.fields[h]],E=Object.keys(w),S=y+"/"+A,k=new R.Set(E);if(s.presence==R.Query.presence.REQUIRED&&(c=c.union(k),void 0===a[A]&&(a[A]=R.Set.complete)),s.presence!=R.Query.presence.PROHIBITED){if(r[A].upsert(v,s.boost,(function(e,t){return e+t})),!o[S]){for(var _=0;_<E.length;_++){var x,O=E[_],P=new R.FieldRef(O,A),C=w[O];void 0===(x=n[P])?n[P]=new R.MatchData(y,A,C):x.add(y,A,C)}o[S]=!0}}else void 0===i[A]&&(i[A]=R.Set.empty),i[A]=i[A].union(k)}}}if(s.presence===R.Query.presence.REQUIRED)for(h=0;h<s.fields.length;h++){a[A=s.fields[h]]=a[A].intersect(c)}}var T=R.Set.complete,I=R.Set.empty;for(l=0;l<this.fields.length;l++){var A;a[A=this.fields[l]]&&(T=T.intersect(a[A])),i[A]&&(I=I.union(i[A]))}var L=Object.keys(n),N=[],j=Object.create(null);if(t.isNegated()){L=Object.keys(this.fieldVectors);for(l=0;l<L.length;l++){P=L[l];var D=R.FieldRef.fromString(P);n[P]=new R.MatchData}}for(l=0;l<L.length;l++){var M=(D=R.FieldRef.fromString(L[l])).docRef;if(T.contains(M)&&!I.contains(M)){var F,B=this.fieldVectors[D],z=r[D.fieldName].similarity(B);if(void 0!==(F=j[M]))F.score+=z,F.matchData.combine(n[D]);else{var U={ref:M,score:z,matchData:n[D]};j[M]=U,N.push(U)}}}return N.sort((function(e,t){return t.score-e.score}))},R.Index.prototype.toJSON=function(){var e=Object.keys(this.invertedIndex).sort().map((function(e){return[e,this.invertedIndex[e]]}),this),t=Object.keys(this.fieldVectors).map((function(e){return[e,this.fieldVectors[e].toJSON()]}),this);return{version:R.version,fields:this.fields,fieldVectors:t,invertedIndex:e,pipeline:this.pipeline.toJSON()}},R.Index.load=function(e){var t={},n={},r=e.fieldVectors,o=Object.create(null),a=e.invertedIndex,i=new R.TokenSet.Builder,l=R.Pipeline.load(e.pipeline);e.version!=R.version&&R.utils.warn("Version mismatch when loading serialised index. Current version of lunr '"+R.version+"' does not match serialized index '"+e.version+"'");for(var s=0;s<r.length;s++){var u=(d=r[s])[0],c=d[1];n[u]=new R.Vector(c)}for(s=0;s<a.length;s++){var d,f=(d=a[s])[0],p=d[1];i.insert(f),o[f]=p}return i.finish(),t.fields=e.fields,t.fieldVectors=n,t.invertedIndex=o,t.tokenSet=i.root,t.pipeline=l,new R.Index(t)},R.Builder=function(){this._ref="id",this._fields=Object.create(null),this._documents=Object.create(null),this.invertedIndex=Object.create(null),this.fieldTermFrequencies={},this.fieldLengths={},this.tokenizer=R.tokenizer,this.pipeline=new R.Pipeline,this.searchPipeline=new R.Pipeline,this.documentCount=0,this._b=.75,this._k1=1.2,this.termIndex=0,this.metadataWhitelist=[]},R.Builder.prototype.ref=function(e){this._ref=e},R.Builder.prototype.field=function(e,t){if(/\//.test(e))throw new RangeError("Field '"+e+"' contains illegal character '/'");this._fields[e]=t||{}},R.Builder.prototype.b=function(e){this._b=e<0?0:e>1?1:e},R.Builder.prototype.k1=function(e){this._k1=e},R.Builder.prototype.add=function(e,t){var n=e[this._ref],r=Object.keys(this._fields);this._documents[n]=t||{},this.documentCount+=1;for(var o=0;o<r.length;o++){var a=r[o],i=this._fields[a].extractor,l=this._fields[a].isLiteral??!1,s=i?i(e):e[a],u=l?[s]:this.tokenizer(s,{fields:[a]}),c=l?u:this.pipeline.run(u),d=new R.FieldRef(n,a),f=Object.create(null);this.fieldTermFrequencies[d]=f,this.fieldLengths[d]=0,this.fieldLengths[d]+=c.length;for(var p=0;p<c.length;p++){var m=c[p];if(null==f[m]&&(f[m]=0),f[m]+=1,null==this.invertedIndex[m]){var h=Object.create(null);h._index=this.termIndex,this.termIndex+=1;for(var g=0;g<r.length;g++)h[r[g]]=Object.create(null);this.invertedIndex[m]=h}null==this.invertedIndex[m][a][n]&&(this.invertedIndex[m][a][n]=Object.create(null));for(var y=0;y<this.metadataWhitelist.length;y++){var b=this.metadataWhitelist[y],v=m.metadata[b];null==this.invertedIndex[m][a][n][b]&&(this.invertedIndex[m][a][n][b]=[]),this.invertedIndex[m][a][n][b].push(v)}}}},R.Builder.prototype.calculateAverageFieldLengths=function(){for(var e=Object.keys(this.fieldLengths),t=e.length,n={},r={},o=0;o<t;o++){var a=R.FieldRef.fromString(e[o]),i=a.fieldName;r[i]||(r[i]=0),r[i]+=1,n[i]||(n[i]=0),n[i]+=this.fieldLengths[a]}var l=Object.keys(this._fields);for(o=0;o<l.length;o++){var s=l[o];n[s]=n[s]/r[s]}this.averageFieldLength=n},R.Builder.prototype.createFieldVectors=function(){for(var e={},t=Object.keys(this.fieldTermFrequencies),n=t.length,r=Object.create(null),o=0;o<n;o++){for(var a=R.FieldRef.fromString(t[o]),i=a.fieldName,l=this.fieldLengths[a],s=new R.Vector,u=this.fieldTermFrequencies[a],c=Object.keys(u),d=c.length,f=this._fields[i].boost||1,p=this._documents[a.docRef].boost||1,m=0;m<d;m++){var h,g,y,b=c[m],v=u[b],w=this.invertedIndex[b]._index;void 0===r[b]?(h=R.idf(this.invertedIndex[b],this.documentCount),r[b]=h):h=r[b],g=h*((this._k1+1)*v)/(this._k1*(1-this._b+this._b*(l/this.averageFieldLength[i]))+v),g*=f,g*=p,y=Math.round(1e3*g)/1e3,s.insert(w,y)}e[a]=s}this.fieldVectors=e},R.Builder.prototype.createTokenSet=function(){this.tokenSet=R.TokenSet.fromArray(Object.keys(this.invertedIndex).sort())},R.Builder.prototype.build=function(){return this.calculateAverageFieldLengths(),this.createFieldVectors(),this.createTokenSet(),new R.Index({invertedIndex:this.invertedIndex,fieldVectors:this.fieldVectors,tokenSet:this.tokenSet,fields:Object.keys(this._fields),pipeline:this.searchPipeline})},R.Builder.prototype.use=function(e){var t=Array.prototype.slice.call(arguments,1);t.unshift(this),e.apply(this,t)},R.MatchData=function(e,t,n){for(var r=Object.create(null),o=Object.keys(n||{}),a=0;a<o.length;a++){var i=o[a];r[i]=n[i].slice()}this.metadata=Object.create(null),void 0!==e&&(this.metadata[e]=Object.create(null),this.metadata[e][t]=r)},R.MatchData.prototype.combine=function(e){for(var t=Object.keys(e.metadata),n=0;n<t.length;n++){var r=t[n],o=Object.keys(e.metadata[r]);null==this.metadata[r]&&(this.metadata[r]=Object.create(null));for(var a=0;a<o.length;a++){var i=o[a],l=Object.keys(e.metadata[r][i]);null==this.metadata[r][i]&&(this.metadata[r][i]=Object.create(null));for(var s=0;s<l.length;s++){var u=l[s];null==this.metadata[r][i][u]?this.metadata[r][i][u]=e.metadata[r][i][u]:this.metadata[r][i][u]=this.metadata[r][i][u].concat(e.metadata[r][i][u])}}}},R.MatchData.prototype.add=function(e,t,n){if(!(e in this.metadata))return this.metadata[e]=Object.create(null),void(this.metadata[e][t]=n);if(t in this.metadata[e])for(var r=Object.keys(n),o=0;o<r.length;o++){var a=r[o];a in this.metadata[e][t]?this.metadata[e][t][a]=this.metadata[e][t][a].concat(n[a]):this.metadata[e][t][a]=n[a]}else this.metadata[e][t]=n},R.Query=function(e){this.clauses=[],this.allFields=e},R.Query.wildcard=new String("*"),R.Query.wildcard.NONE=0,R.Query.wildcard.LEADING=1,R.Query.wildcard.TRAILING=2,R.Query.presence={OPTIONAL:1,REQUIRED:2,PROHIBITED:3},R.Query.prototype.clause=function(e){return"fields"in e||(e.fields=this.allFields),"boost"in e||(e.boost=1),"usePipeline"in e||(e.usePipeline=!0),"wildcard"in e||(e.wildcard=R.Query.wildcard.NONE),e.wildcard&R.Query.wildcard.LEADING&&e.term.charAt(0)!=R.Query.wildcard&&(e.term="*"+e.term),e.wildcard&R.Query.wildcard.TRAILING&&e.term.slice(-1)!=R.Query.wildcard&&(e.term=e.term+"*"),"presence"in e||(e.presence=R.Query.presence.OPTIONAL),this.clauses.push(e),this},R.Query.prototype.isNegated=function(){for(var e=0;e<this.clauses.length;e++)if(this.clauses[e].presence!=R.Query.presence.PROHIBITED)return!1;return!0},R.Query.prototype.term=function(e,t){if(Array.isArray(e))return e.forEach((function(e){this.term(e,R.utils.clone(t))}),this),this;var n=t||{};return n.term=e.toString(),this.clause(n),this},R.QueryParseError=function(e,t,n){this.name="QueryParseError",this.message=e,this.start=t,this.end=n},R.QueryParseError.prototype=new Error,R.QueryLexer=function(e){this.lexemes=[],this.str=e,this.length=e.length,this.pos=0,this.start=0,this.escapeCharPositions=[]},R.QueryLexer.prototype.run=function(){for(var e=R.QueryLexer.lexText;e;)e=e(this)},R.QueryLexer.prototype.sliceString=function(){for(var e=[],t=this.start,n=this.pos,r=0;r<this.escapeCharPositions.length;r++)n=this.escapeCharPositions[r],e.push(this.str.slice(t,n)),t=n+1;return e.push(this.str.slice(t,this.pos)),this.escapeCharPositions.length=0,e.join("")},R.QueryLexer.prototype.emit=function(e){this.lexemes.push({type:e,str:this.sliceString(),start:this.start,end:this.pos}),this.start=this.pos},R.QueryLexer.prototype.escapeCharacter=function(){this.escapeCharPositions.push(this.pos-1),this.pos+=1},R.QueryLexer.prototype.next=function(){if(this.pos>=this.length)return R.QueryLexer.EOS;var e=this.str.charAt(this.pos);return this.pos+=1,e},R.QueryLexer.prototype.width=function(){return this.pos-this.start},R.QueryLexer.prototype.ignore=function(){this.start==this.pos&&(this.pos+=1),this.start=this.pos},R.QueryLexer.prototype.backup=function(){this.pos-=1},R.QueryLexer.prototype.acceptDigitRun=function(){var e,t;do{t=(e=this.next()).charCodeAt(0)}while(t>47&&t<58);e!=R.QueryLexer.EOS&&this.backup()},R.QueryLexer.prototype.more=function(){return this.pos<this.length},R.QueryLexer.EOS="EOS",R.QueryLexer.FIELD="FIELD",R.QueryLexer.TERM="TERM",R.QueryLexer.EDIT_DISTANCE="EDIT_DISTANCE",R.QueryLexer.BOOST="BOOST",R.QueryLexer.PRESENCE="PRESENCE",R.QueryLexer.lexField=function(e){return e.backup(),e.emit(R.QueryLexer.FIELD),e.ignore(),R.QueryLexer.lexText},R.QueryLexer.lexTerm=function(e){if(e.width()>1&&(e.backup(),e.emit(R.QueryLexer.TERM)),e.ignore(),e.more())return R.QueryLexer.lexText},R.QueryLexer.lexEditDistance=function(e){return e.ignore(),e.acceptDigitRun(),e.emit(R.QueryLexer.EDIT_DISTANCE),R.QueryLexer.lexText},R.QueryLexer.lexBoost=function(e){return e.ignore(),e.acceptDigitRun(),e.emit(R.QueryLexer.BOOST),R.QueryLexer.lexText},R.QueryLexer.lexEOS=function(e){e.width()>0&&e.emit(R.QueryLexer.TERM)},R.QueryLexer.termSeparator=R.tokenizer.separator,R.QueryLexer.lexText=function(e){for(;;){var t=e.next();if(t==R.QueryLexer.EOS)return R.QueryLexer.lexEOS;if(92!=t.charCodeAt(0)){if(":"==t)return R.QueryLexer.lexField;if("~"==t)return e.backup(),e.width()>0&&e.emit(R.QueryLexer.TERM),R.QueryLexer.lexEditDistance;if("^"==t)return e.backup(),e.width()>0&&e.emit(R.QueryLexer.TERM),R.QueryLexer.lexBoost;if("+"==t&&1===e.width())return e.emit(R.QueryLexer.PRESENCE),R.QueryLexer.lexText;if("-"==t&&1===e.width())return e.emit(R.QueryLexer.PRESENCE),R.QueryLexer.lexText;if(t.match(R.QueryLexer.termSeparator))return R.QueryLexer.lexTerm}else e.escapeCharacter()}},R.QueryParser=function(e,t){this.lexer=new R.QueryLexer(e),this.query=t,this.currentClause={},this.lexemeIdx=0},R.QueryParser.prototype.parse=function(){this.lexer.run(),this.lexemes=this.lexer.lexemes;for(var e=R.QueryParser.parseClause;e;)e=e(this);return this.query},R.QueryParser.prototype.peekLexeme=function(){return this.lexemes[this.lexemeIdx]},R.QueryParser.prototype.consumeLexeme=function(){var e=this.peekLexeme();return this.lexemeIdx+=1,e},R.QueryParser.prototype.nextClause=function(){var e=this.currentClause;this.query.clause(e),this.currentClause={}},R.QueryParser.parseClause=function(e){var t=e.peekLexeme();if(null!=t)switch(t.type){case R.QueryLexer.PRESENCE:return R.QueryParser.parsePresence;case R.QueryLexer.FIELD:return R.QueryParser.parseField;case R.QueryLexer.TERM:return R.QueryParser.parseTerm;default:var n="expected either a field or a term, found "+t.type;throw t.str.length>=1&&(n+=" with value '"+t.str+"'"),new R.QueryParseError(n,t.start,t.end)}},R.QueryParser.parsePresence=function(e){var t=e.consumeLexeme();if(null!=t){switch(t.str){case"-":e.currentClause.presence=R.Query.presence.PROHIBITED;break;case"+":e.currentClause.presence=R.Query.presence.REQUIRED;break;default:var n="unrecognised presence operator'"+t.str+"'";throw new R.QueryParseError(n,t.start,t.end)}var r=e.peekLexeme();if(null==r){n="expecting term or field, found nothing";throw new R.QueryParseError(n,t.start,t.end)}switch(r.type){case R.QueryLexer.FIELD:return R.QueryParser.parseField;case R.QueryLexer.TERM:return R.QueryParser.parseTerm;default:n="expecting term or field, found '"+r.type+"'";throw new R.QueryParseError(n,r.start,r.end)}}},R.QueryParser.parseField=function(e){var t=e.consumeLexeme();if(null!=t){if(-1==e.query.allFields.indexOf(t.str)){var n=e.query.allFields.map((function(e){return"'"+e+"'"})).join(", "),r="unrecognised field '"+t.str+"', possible fields: "+n;throw new R.QueryParseError(r,t.start,t.end)}e.currentClause.fields=[t.str];var o=e.peekLexeme();if(null==o){r="expecting term, found nothing";throw new R.QueryParseError(r,t.start,t.end)}if(o.type===R.QueryLexer.TERM)return R.QueryParser.parseTerm;r="expecting term, found '"+o.type+"'";throw new R.QueryParseError(r,o.start,o.end)}},R.QueryParser.parseTerm=function(e){var t=e.consumeLexeme();if(null!=t){e.currentClause.term=t.str.toLowerCase(),-1!=t.str.indexOf("*")&&(e.currentClause.usePipeline=!1);var n=e.peekLexeme();if(null!=n)switch(n.type){case R.QueryLexer.TERM:return e.nextClause(),R.QueryParser.parseTerm;case R.QueryLexer.FIELD:return e.nextClause(),R.QueryParser.parseField;case R.QueryLexer.EDIT_DISTANCE:return R.QueryParser.parseEditDistance;case R.QueryLexer.BOOST:return R.QueryParser.parseBoost;case R.QueryLexer.PRESENCE:return e.nextClause(),R.QueryParser.parsePresence;default:var r="Unexpected lexeme type '"+n.type+"'";throw new R.QueryParseError(r,n.start,n.end)}else e.nextClause()}},R.QueryParser.parseEditDistance=function(e){var t=e.consumeLexeme();if(null!=t){var n=parseInt(t.str,10);if(isNaN(n)){var r="edit distance must be numeric";throw new R.QueryParseError(r,t.start,t.end)}e.currentClause.editDistance=n;var o=e.peekLexeme();if(null!=o)switch(o.type){case R.QueryLexer.TERM:return e.nextClause(),R.QueryParser.parseTerm;case R.QueryLexer.FIELD:return e.nextClause(),R.QueryParser.parseField;case R.QueryLexer.EDIT_DISTANCE:return R.QueryParser.parseEditDistance;case R.QueryLexer.BOOST:return R.QueryParser.parseBoost;case R.QueryLexer.PRESENCE:return e.nextClause(),R.QueryParser.parsePresence;default:r="Unexpected lexeme type '"+o.type+"'";throw new R.QueryParseError(r,o.start,o.end)}else e.nextClause()}},R.QueryParser.parseBoost=function(e){var t=e.consumeLexeme();if(null!=t){var n=parseInt(t.str,10);if(isNaN(n)){var r="boost must be numeric";throw new R.QueryParseError(r,t.start,t.end)}e.currentClause.boost=n;var o=e.peekLexeme();if(null!=o)switch(o.type){case R.QueryLexer.TERM:return e.nextClause(),R.QueryParser.parseTerm;case 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It\'s like a complex system and emerges digital intelligence.":"Reality World\u662f\u4e00\u4e2a\u591a\u7a0b\u5e8f\uff08\u5982\u591a\u667a\u80fd\u4f53\uff09\u52a8\u6001\u8fd0\u884c\u7684\u5e73\u53f0\u548c\u6a21\u62df\u5668\uff0c \u5b83\u7684\u6838\u5fc3\u662f\u89e3\u51b3\u8fd9\u4e9b\u6765\u81ea\u4e0d\u540c\u5f00\u53d1\u8005\u7684\u7a0b\u5e8f\u4e4b\u95f4\u7684\u4e92\u64cd\u4f5c\u3001\u5b89\u5168\u548c\u8c03\u5ea6\u3002\u5b83\u50cf\u590d\u6742\u7cfb\u7edf\u4e00\u6837\u5de5\u4f5c\uff0c\u7528\u6237\u53ef\u4ee5\u9009\u62e9\u4e0d\u540c\u7684\u7a0b\u5e8f\u7ec4\u5408\uff0c\u4f7f\u5f97\u6574\u4f53\u7a0b\u5e8f\u76f8\u6bd4\u4f20\u7edf\u7a0b\u5e8f\u80fd\u591f\u6d8c\u73b0\u51fa\u6570\u5b57\u667a\u80fd\u3002","Get Started":"\u5f00\u59cb\u5165\u95e8","Let everyone can write AI agent":"\u8ba9\u6bcf\u4e2a\u4eba\u90fd\u53ef\u4ee5\u7f16\u5199AI\u667a\u80fd\u4f53\u7a0b\u5e8f","Programming is not easy, but the hardest part is not the programming language itself, its the program structure organizing. We build a high level logic-abstraction to hide the structure and let developer focused on logic only.":"\u7f16\u5199\u7a0b\u5e8f\u5e76\u4e0d\u7b80\u5355\uff0c\u4f46\u662f\u5176\u4e2d\u6700\u96be\u7684\u90e8\u5206\u5e76\u4e0d\u662f\u7f16\u7a0b\u8bed\u8a00\u672c\u8eab\uff0c\u800c\u662f\u5173\u4e8e\u5927\u89c4\u6a21\u7a0b\u5e8f\u600e\u6837\u7ec4\u7ec7\u7684\u65b9\u6cd5\uff0c\u4e5f\u5373\u7a0b\u5e8f\u7684\u7ed3\u6784\uff0c\u6211\u4eec\u901a\u8fc7\u5efa\u7acb\u4e00\u4e2a\u66f4\u9ad8\u5c42\u6b21\u7684\u903b\u8f91\u62bd\u8c61\u5c42\u6765\u9690\u85cf\u8fd9\u79cd\u7a0b\u5e8f\u7ed3\u6784\u6027\uff0c\u4f7f\u5f00\u53d1\u8005\u4ec5\u9700\u8981\u5c06\u6ce8\u610f\u529b\u653e\u5230\u4e1a\u52a1\u6d41\u7a0b\u4e0a\u3002","Most visual graph editting is just a visual wrapper of the original codes. We build a graph interaction which is as simple as Houdini and as powerful as any turning completed programming language.":"\u5927\u90e8\u5206\u57fa\u4e8eGraph\u7684\u53ef\u89c6\u7a0b\u5e8f\u7f16\u8f91\u53ea\u662f\u5bf9\u539f\u59cb\u7a0b\u5e8f\u4ee3\u7801\u7684\u4e00\u79cd\u53ef\u89c6\u5316\uff0c\u8fd9\u610f\u5473\u7740\u5f00\u53d1\u8005\u4ecd\u7136\u9700\u8981\u5173\u6ce8\u7ed3\u6784\u6027\uff0c\u57fa\u4e8e\u6211\u4eec\u8c03\u6574\u7684\u7a0b\u5e8f\u7ed3\u6784\uff0c\u6211\u4eec\u6784\u5efa\u51fa\u4e00\u79cd\u50cfHoudini\u4e00\u6837\u7b80\u5355\u7684\u53ef\u89c6\u903b\u8f91\u7f16\u8f91\u4ea4\u4e92\uff0c\u540c\u65f6\u53c8\u548c\u5176\u5b83\u4efb\u4f55\u56fe\u7075\u5b8c\u5907\u7684\u7f16\u7a0b\u8bed\u8a00\u4e00\u6837\u5177\u6709\u7075\u6d3b\u7684\u8868\u8fbe\u80fd\u529b\u3002","An agent VM, platform and simulator":"\u4e00\u4e2a\u5b50\u7a0b\u5e8f\u7684\u865a\u62df\u673a\u3001\u5e73\u53f0\u548c\u6a21\u62df\u5668","We then build a platform with a virtual machine to interpret and execute the above agent format program dynamically. By this dynamical capability, developer can create and share agent with users as simple as share a url.":"\u57fa\u4e8e\u8fd9\u79cd\u6807\u51c6\u683c\u5f0f\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u865a\u62df\u673a\u7528\u4e8e\u52a8\u6001\u89e3\u91ca\u548c\u6267\u884c\u8fd9\u79cd\u7a0b\u5e8f\uff0c\u8fd9\u79cd\u52a8\u6001\u6027\u4f7f\u5f97\u4efb\u4f55\u4e2a\u4eba\u90fd\u53ef\u4ee5\u5f00\u53d1\u548c\u5206\u4eab\u81ea\u5df1\u7684\u4e2a\u6027\u5316\u7a0b\u5e8f\uff0c\u5c31\u50cf\u5206\u4eab\u4e00\u4e2aURL\u90a3\u4e48\u7b80\u5355\uff0c\u8fd9\u5c06\u5927\u5927\u7b80\u5316\u7a0b\u5e8f\u7684\u521b\u5efa\u548c\u53d1\u5e03\u6d41\u7a0b\u3002","Multi-agent conversational collaborating framework":"\u591a\u7a0b\u5e8f\u5bf9\u8bdd\u5f0f\u534f\u4f5c\u6846\u67b6","Agents can commnuicating with user, system and other agents in a very simple way which provides the ability to finish a task in a collaberating way.":"\u4efb\u4f55\u5fae\u7a0b\u5e8f\u53ef\u4ee5\u4ee5\u975e\u5e38\u7b80\u5355\u7684\u65b9\u5f0f\u4e0e\u7528\u6237\u3001\u7cfb\u7edf\u548c\u5176\u5b83\u5fae\u7a0b\u5e8f\u8fdb\u884c\u901a\u4fe1\uff0c\u8fd9\u63d0\u4f9b\u4e00\u79cd\u80fd\u529b\u901a\u8fc7\u4f7f\u5f97\u7a0b\u5e8f\u4e4b\u95f4\u901a\u8fc7\u534f\u4f5c\u7684\u65b9\u5f0f\u6765\u5b8c\u6210\u590d\u6742\u7684\u4efb\u52a1\u3002","In a LLM-powered application, the inputs of a function is semantic instead of structured data, which brings uncertainty and needs conversational way to get more information. For solve this problem, we propose a new concept and a novel architecture called \\"Conversational computing\\" for the first time in the world, to make any function can be paused and conversational commnuicating with user, system and other agents to get full information it needs without extra works.":"\u57fa\u4e8e\u5927\u6a21\u578b\uff08LLM\uff09\u7684\u5e94\u7528\uff0c\u4e00\u4e2a\u51fd\u6570\u7684\u8f93\u5165\u662f\u8bed\u4e49\u5316\u7684\u6587\u672c\u800c\u4e0d\u662f\u7ed3\u6784\u5316\u7684\u6570\u636e\uff0c\u8fd9\u7ed9\u7a0b\u5e8f\u5e26\u6765\u4e86\u5f88\u591a\u4e0d\u786e\u5b9a\u6027\uff0c\u8fd9\u9700\u8981\u901a\u8fc7\u591a\u8f6e\u5bf9\u8bdd\u6765\u6f84\u6e05\u66f4\u591a\u4fe1\u606f\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u9996\u6b21\u63d0\u51fa\u4e00\u79cd\u79f0\u4e3a\u5bf9\u8bdd\u5f0f\u8ba1\u7b97\uff08Conversational Computing\uff09\u7684\u6982\u5ff5\u548c\u6280\u672f\uff0c\u4f7f\u5f97\u4efb\u4f55\u51fd\u6570\u90fd\u53ef\u4ee5\u4efb\u610f\u88ab\u6682\u505c\u4ee5\u4e0e\u7528\u6237\u3001\u7cfb\u7edf\u6216\u8005\u5176\u5b83\u5fae\u7a0b\u5e8f\u8fdb\u884c\u5bf9\u8bdd\u4ee5\u83b7\u53d6\u66f4\u591a\u4fe1\u606f\uff0c\u5e76\u5728\u6761\u4ef6\u6ee1\u8db3\u4e4b\u540e\u81ea\u52a8\u6062\u590d\u6267\u884c\uff0c\u6574\u4e2a\u8fc7\u7a0b\u5c31\u50cf\u7f16\u5199\u4f20\u7edf\u4e32\u884c\u7a0b\u5e8f\u4e00\u6837\u7b80\u5355\uff0c\u4e0d\u9700\u8981\u505a\u4e00\u4e9b\u989d\u5916\u7e41\u7410\u7684\u5de5\u4f5c\u3002","An engine of complexity to emerge intelligence":"\u57fa\u4e8e\u590d\u6742\u7cfb\u7edf\u7406\u8bba\u6784\u5efa\u7684\u590d\u6742\u5f15\u64ce","In biology or social economic syetm, many agreements have come to that the intelligence of the system come from the emergence mechanism of the complex system theory.":"\u5728\u751f\u7269\u548c\u793e\u4f1a\u7ecf\u6d4e\u7cfb\u7edf\u4e2d\uff0c\u4eba\u4eec\u666e\u904d\u7684\u5171\u8bc6\u662f\u6574\u4e2a\u7cfb\u7edf\u7684\u667a\u80fd\u6765\u6e90\u4e8e\u590d\u6742\u7cfb\u7edf\u7406\u8bba\u4e2d\u7684\u6d8c\u73b0\u673a\u5236\uff0c\u8fd9\u79cd\u6d8c\u73b0\u673a\u5236\u901a\u8fc7\u72ec\u7acb\u7ec4\u4ef6\u4e4b\u95f4\u7684\u5c40\u90e8\u534f\u4f5c\u3001\u590d\u5236\u53d8\u5f02\u4ee5\u53ca\u9009\u62e9\u6765\u5b9e\u73b0\u3002","In computer science and engineering, applications are isolated each other for data security and some other business reasons. The lack of interoperability make the applications non-cooperative and hence none-intelligent. We re-organized the structure and execution of software contruction process to provide a interopability-native architecture to form an engine of complexity.":"\u5728\u8ba1\u7b97\u673a\u79d1\u5b66\u548c\u5de5\u7a0b\u4e2d\uff0c\u5e94\u7528\u4e4b\u95f4\u901a\u5e38\u662f\u76f8\u4e92\u9694\u79bb\u4ee5\u4fdd\u8bc1\u6570\u636e\u5b89\u5168\uff0c\u8fd9\u79cd\u4e92\u64cd\u4f5c\u80fd\u529b\u7684\u7f3a\u5931\u4f7f\u5f97\u5e94\u7528\u4e4b\u95f4\u4ee5\u975e\u534f\u4f5c\u7684\u65b9\u5f0f\u8fd0\u884c\uff0c\u4ece\u800c\u7f3a\u4e4f\u667a\u80fd\u3002\u6211\u4eec\u901a\u8fc7\u5bf9\u7a0b\u5e8f\u7684\u7ed3\u6784\u548c\u8fd0\u884c\u8fc7\u7a0b\u8fdb\u884c\u91cd\u65b0\u7ec4\u7ec7\u4ee5\u63d0\u4f9b\u4e00\u4e2a\u539f\u751f\u4e92\u64cd\u4f5c\u7684\u8ba1\u7b97\u67b6\u6784\uff0c\u4f7f\u6574\u4e2a\u7cfb\u7edf\u50cf\u4e00\u4e2a\u590d\u6742\u5f15\u64ce\u3002","Conversational":"\u5bf9\u8bdd\u5f0f\u8ba1\u7b97","Code can talk to user, system or other agents to ask more information at any function location, the agent will be paused and continue to run when got response.":"\u6bcf\u4e2a\u51fd\u6570\u53ef\u4ee5\u4efb\u610f\u8ddf\u7528\u6237\u3001\u7cfb\u7edf\u6216\u5176\u5b83\u7a0b\u5e8f\u8fdb\u884c\u4efb\u610f\u901a\u4fe1\u4ee5\u83b7\u53d6\u66f4\u591a\u4fe1\u606f\uff0c\u8be5\u7a0b\u5e8f\u4f1a\u88ab\u7cfb\u7edf\u6682\u505c\u76f4\u5230\u83b7\u5f97\u54cd\u5e94\u540e\u81ea\u52a8\u6062\u590d\u6267\u884c\uff0c\u8fd9\u79cd\u8ba1\u7b97\u6a21\u578b\u5bf9LLM\u5e94\u7528\u975e\u5e38\u91cd\u8981\u3002","Interoperability":"\u4e92\u64cd\u4f5c\u6027","Agents written by different developers could be running in a same memory environment and interoperate with each other with the permission of user.":"\u6765\u81ea\u4e0d\u540c\u5f00\u53d1\u8005\u4e4b\u95f4\u7f16\u5199\u7684\u7a0b\u5e8f\u53ef\u4ee5\u8fd0\u884c\u5728\u540c\u4e00\u4e2a\u5185\u5b58\u73af\u5883\uff0c\u5e76\u5728\u7528\u6237\u7684\u8bb8\u53ef\u4e0b\u8fdb\u884c\u4e92\u64cd\u4f5c\uff0c\u8fd9\u79cd\u5e94\u7528\u4e4b\u95f4\u7684\u534f\u4f5c\u80fd\u529b\u662f\u672a\u6765\u5143\u5b87\u5b99\u548cAI\u591a\u667a\u80fd\u4f53\u5e94\u7528\u7684\u6838\u5fc3\u57fa\u7840\u9700\u6c42\u3002","Self-evolving":"\u81ea\u6211\u8fdb\u5316","The agents are working in a collaborated way and user could custimize it\'s personal composation to make the whole system self-evolving and emerge digital intelligence.":"\u6240\u6709\u7a0b\u5e8f\u4ee5\u76f8\u4e92\u534f\u4f5c\u7684\u65b9\u5f0f\u8fdb\u884c\u5de5\u4f5c\uff0c\u7528\u6237\u53ef\u4ee5\u5b9a\u5236\u4e2a\u6027\u5316\u7684\u7ec4\u5408\u4ee5\u6ee1\u8db3\u4e0d\u540c\u7684\u4e2a\u6027\u9700\u6c42\uff0c\u50cf\u751f\u7269\u7cfb\u7edf\u4e00\u6837\u8fdb\u884c\u81ea\u6211\u8fdb\u5316\uff0c\u901a\u8fc7\u590d\u6742\u7cfb\u7edf\u7684\u673a\u5236\u6d8c\u73b0\u51fa\u66f4\u9ad8\u7684\u6570\u5b57\u667a\u80fd\u3002","Logic-abstraction":"\u903b\u8f91\u62bd\u8c61","We re-organized the whole program to make developers focused on logic of busniess and forget about the hardware, data and programing language abstraction.":"\u8fd0\u884c\u65f6\u5c06\u5bf9\u6574\u4e2a\u7a0b\u5e8f\u8fdb\u884c\u91cd\u65b0\u7ec4\u7ec7\uff0c\u8fd9\u4f7f\u5f97\u5f00\u53d1\u8005\u4ec5\u9700\u8981\u5173\u6ce8\u903b\u8f91\uff0c\u800c\u4e0d\u9700\u8981\u5173\u5fc3\u786c\u4ef6\u3001\u5185\u5b58\u6570\u636e\u7ba1\u7406\u4ee5\u53ca\u5176\u5b83\u7f16\u7a0b\u8bed\u8a00\u76f8\u5173\u7684\u7ec6\u8282\uff0c\u4ece\u800c\u5efa\u7acb\u4e00\u79cd\u903b\u8f91\u62bd\u8c61\u3002","Computing Innovation":"\u8ba1\u7b97\u67b6\u6784\u521b\u65b0","We defined a agent format standard to represent a turing completed agent program which can be loaded and runned dynamically so everyone can develop an agent to handle personal needs.":"\u6211\u4eec\u5b9a\u4e49\u4e86\u4e00\u4e2a\u5fae\u7a0b\u5e8f\uff08\u5982AI\u667a\u80fd\u4f53\uff09\u7684\u6807\u51c6\u683c\u5f0f\uff0c\u5b83\u662f\u56fe\u7075\u5b8c\u5907\u7684\u7a0b\u5e8f\uff0c\u8fd9\u4e2a\u7a0b\u5e8f\u53ef\u4ee5\u88ab\u52a8\u6001\u52a0\u8f7d\u548c\u8fd0\u884c\u3002","Join our developer community":"\u52a0\u5165\u5f00\u53d1\u8005\u793e\u533a","Cogine is the virtual machine and base framework of Reality World, it defined a standard agent(a micro-program) format, and it can load and run multi-agent dynamically with the ability to interoperate and communicate with each other.":"Cogine\u662fReality World\u7684\u865a\u62df\u673a\u548c\u5e95\u5c42\u6846\u67b6, \u5b83\u5b9a\u4e49\u4e86\u4e00\u5957\u6807\u51c6\u7684\u5fae\u7a0b\u5e8f\uff08\u4f8b\u5982\u4e00\u4e2aLLM\u667a\u80fd\u4f53\uff09\u683c\u5f0f\uff0c\u8fd9\u4e9b\u5fae\u7a0b\u5e8f\u53ef\u4ee5\u88ab\u52a8\u6001\u7684\u52a0\u8f7d\u548c\u8fd0\u884c\uff0c \u5fae\u7a0b\u5e8f\u4e4b\u95f4\u53ef\u4ee5\u4ee5\u5f88\u7b80\u5355\u7edf\u4e00\u7684\u65b9\u5f0f\u8fdb\u884c\u901a\u4fe1\u3002","The term Cogine stands for An engine of complexity, or an cognitive computing engine, or conversational computing engine.":"Cogine\u4e00\u8bcd\u6765\u6e90\u4e8e\u51e0\u4e2a\u76f8\u5173\u7684\u610f\u601d\uff1aAn engine of complexity\uff0c \u6216\u8005an cognitive computing engine, \u6216\u8005 conversational computing engine\u3002","And you can deploy it yourself within your own application.":"\u4f60\u4e5f\u53ef\u4ee5\u5c06Cogine\u90e8\u7f72\u96c6\u6210\u5230\u81ea\u5df1\u7684\u5e94\u7528\u4e2d\u3002","Reality World is an app which can load and run any agent defined by the Cogine agent format, it\'s also a simulator you can used to debug your agent program.":"Reality World\u662f\u4e00\u4e2a\u53ef\u4ee5\u52a0\u8f7d\u548c\u8fd0\u884c\u9075\u5faaCogine\u5b9a\u4e49\u7684Agent\u683c\u5f0f\u7684\u5e94\u7528\uff0c \u5b83\u4e5f\u662f\u4e00\u4e2a\u6a21\u62df\u5668\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u4f7f\u7528\u5b83\u8c03\u8bd5Agent\u7a0b\u5e8f\u3002","User who installed the Reality World app can create and share agent each other. It makes Reality World a agent platform.":"\u4efb\u4f55\u5b89\u88c5Reality World \u5e94\u7528\u7684\u7528\u6237\u4e4b\u95f4\u90fd\u53ef\u4ee5\u5f88\u65b9\u4fbf\u5730\u521b\u5efa\u548c\u5206\u4eabAgent\u7a0b\u5e8f\uff0c\u8fd9\u4f7f\u5f97\u5b83\u6210\u4e3a\u4e00\u4e2aAgent\u5f00\u53d1\u548c\u90e8\u7f72\u7684\u5e73\u53f0\u3002","Reality Create is a graph-based editor, it can create and define an agent program which will can be running in Reality World app or by the Cogine virtual machine":"Reality Create\u662f\u4e00\u4e2a\u57fa\u4e8e\u56fe\u7684\u7f16\u8f91\u5668\uff0c\u4f7f\u7528\u5b83\u53ef\u4ee5\u521b\u5efa\u7531Cogine\u5b9a\u4e49\u7684\u7a0b\u5e8f\uff0c\u8fd9\u4e9b\u7a0b\u5e8f\u53ef\u4ee5\u88abReality World\u52a0\u8f7d\u6216\u8005Cogine\u865a\u62df\u673a\u52a0\u8f7d\u8fd0\u884c\u3002","Features and benefits":"\u7279\u6027 \u548c \u597d\u5904","The following we list the main features of Cogine, for the details please check the technical documentation.":"\u4ee5\u4e0b\u662fCogine\u7684\u4e00\u4e9b\u4e3b\u8981\u7279\u6027\uff0c\u66f4\u8be6\u7ec6\u7684\u4ecb\u7ecd\u53c2\u89c1\u6280\u672f\u6587\u6863","Development comparison with LangChain and Chidori":"\u4e0e LangChain \u548c Chidori \u5728\u5f00\u53d1\u4f53\u9a8c\u4e0a\u7684\u6bd4\u8f83","Basically, in other framework, you have to learn Python language, have to care about the structure of the program and have to learn many architecture design (such as different specific class and its inheritance relationships. In Cogine, the only thing you are care about is your logic, no other programming burden.":"\u57fa\u672c\u4e0a\uff0c\u5728\u4f7f\u7528\u5176\u5b83\u6846\u67b6\u7684\u65f6\u5019\uff0c\u7528\u6237\u5fc5\u987b\u8981\u5168\u9762\u5b66\u4e60Python\uff0c\u5173\u6ce8\u7a0b\u5e8f\u7684\u7ed3\u6784\uff0c\u4ee5\u53ca\u8fd9\u4e9b\u6846\u67b6\u672c\u8eab\u5b9a\u4e49\u7684\u5404\u79cd\u590d\u6742\u7684\u7c7b\u53ca\u5176\u590d\u6742\u7684\u7ee7\u627f\u5173\u7cfb\uff0c\u7136\u540e\u4f7f\u7528\u8fd9\u4e9b\u7279\u5b9a\u7684\u67b6\u6784\u89c4\u5219\u6784\u5efa\u7a0b\u5e8f\u3002 \u4f7f\u7528Cogine\uff0c\u4f60\u552f\u4e00\u9700\u8981\u5173\u5fc3\u7684\u5c31\u662f\u903b\u8f91\u672c\u8eab\uff0c \u6ca1\u6709\u592a\u591a\u8f6f\u4ef6\u6784\u9020\u65b9\u9762\u7684\u8d1f\u62c5\u3002"}')},6887:e=>{"use 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+ */
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+ */
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+/*!
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+ */
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+/*!
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+ */
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+ */
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+ */
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+ * Copyright (C) 2020 Oliver Nightingale
+ * Includes code from - http://tartarus.org/~martin/PorterStemmer/js.txt
+ */
+
+/*!
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+ */
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+/*!
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+ */
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+/*!
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+ * Copyright (C) 2020 Oliver Nightingale
+ */
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+/*!
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+ * Copyright (C) 2020 Oliver Nightingale
+ */
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+* mark.js v8.11.1
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+ *
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+/**
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+/** @license React v16.13.1
+ * react-is.production.min.js
+ *
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
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+ */
+
+/** @license React v17.0.2
+ * react-dom.production.min.js
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+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
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+ * LICENSE file in the root directory of this source tree.
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+
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+ * react.production.min.js
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+ *
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itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div id="__blog-post-container" class="markdown" itemprop="articleBody"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="citation">Citation<a href="#citation" class="hash-link" aria-label="Citation的直接链接" title="Citation的直接链接">​</a></h2><p>Cited as:</p><blockquote><p>Qin, Chunlin. (Oct 2023). Conversational computing: a new programming model empower LLM applications. Reality World. <a href="https://realityworld.com/blog/conversational-computing" target="_blank" rel="noopener noreferrer">https://realityworld.com/blog/conversational-computing</a>.</p></blockquote><p>Or</p><div class="language-latex codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-latex codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">@article{qin2023conversational,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  title   = &quot;Conversational computing: a new programming model empower LLM applications&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  author  = &quot;Qin, Chunlin&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  journal = &quot;Reality World&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  year    = &quot;2023&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  month   = &quot;Oct&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  url     = &quot;https://realityworld.com/blog/conversational-computing&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="references">References<a href="#references" class="hash-link" aria-label="References的直接链接" title="References的直接链接">​</a></h2></div><footer class="row docusaurus-mt-lg blogPostFooterDetailsFull_mRVl"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="博文分页导航"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/blog/reality-world-open-source-conference"><div class="pagination-nav__sublabel">较新一篇</div><div class="pagination-nav__label">Reality World 开源技术分享会</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/zh/blog/thinking"><div class="pagination-nav__sublabel">较旧一篇</div><div class="pagination-nav__label">对未来数字世界和软件构造的思考</div></a></nav></main><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#citation" class="table-of-contents__link toc-highlight">Citation</a></li><li><a href="#references" class="table-of-contents__link toc-highlight">References</a></li></ul></div></div></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div id="__blog-post-container" class="markdown" itemprop="articleBody"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="citation">Citation<a href="#citation" class="hash-link" aria-label="Citation的直接链接" title="Citation的直接链接">​</a></h2><p>Cited as:</p><blockquote><p>Qin, Chunlin. (Oct 2023). Conversational computing: a new programming model empower LLM applications. Reality World. <a href="https://realityworld.com/blog/conversational-computing" target="_blank" rel="noopener noreferrer">https://realityworld.com/blog/conversational-computing</a>.</p></blockquote><p>Or</p><div class="language-latex codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-latex codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">@article{qin2023conversational,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  title   = &quot;Conversational computing: a new programming model empower LLM applications&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  author  = &quot;Qin, Chunlin&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  journal = &quot;Reality World&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  year    = &quot;2023&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  month   = &quot;Oct&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  url     = &quot;https://realityworld.com/blog/conversational-computing&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="references">References<a href="#references" class="hash-link" aria-label="References的直接链接" title="References的直接链接">​</a></h2></div><footer class="row docusaurus-mt-lg blogPostFooterDetailsFull_mRVl"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="博文分页导航"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/blog/reality-world-open-source-conference"><div class="pagination-nav__sublabel">较新一篇</div><div class="pagination-nav__label">Reality World 开源技术分享会</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/zh/blog/thinking"><div class="pagination-nav__sublabel">较旧一篇</div><div class="pagination-nav__label">对未来数字世界和软件构造的思考</div></a></nav></main><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#citation" class="table-of-contents__link toc-highlight">Citation</a></li><li><a href="#references" class="table-of-contents__link toc-highlight">References</a></li></ul></div></div></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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We also welcome guest posts so please do get in touch if you have any thoughts you would like to share on our blog.</h2><div class="row"><div class="col col--4" style="margin-bottom:20px"><div class="col-demo"><div class="card-demo"><div class="card" style="border:1px solid #ddd"><div class="card__image cardImage__33o"><a href="/zh/blog/the-evolution-of-ECS"><img src="/img/blog/open-source-conference.jpg" alt="The Evolution of ECS" title="The Evolution of ECS"></a></div><div class="card__body"><small>2023年10月10日</small><a href="/zh/blog/the-evolution-of-ECS"><h3 class="title_XvkZ">The Evolution of ECS</h3></a><div class="avatar"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin"><div class="avatar__intro"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="authorUrl_HHBv">Chunlin Qin</a></div><small class="avatar__subtitle avatarSubtitle__V9Q">Creator of Reality World</small></div></div></div></div></div></div></div><div class="col col--4" style="margin-bottom:20px"><div class="col-demo"><div class="card-demo"><div class="card" style="border:1px solid #ddd"><div class="card__image cardImage__33o"><a href="/zh/blog/reality-world-open-source-conference"><img src="/img/blog/open-source-conference.jpg" alt="Reality World 开源技术分享会" title="Reality World 开源技术分享会"></a></div><div class="card__body"><small>2023年10月9日</small><a href="/zh/blog/reality-world-open-source-conference"><h3 class="title_XvkZ">Reality World 开源技术分享会</h3></a><div class="avatar"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin"><div class="avatar__intro"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="authorUrl_HHBv">Chunlin Qin</a></div><small class="avatar__subtitle avatarSubtitle__V9Q">Creator of Reality World</small></div></div></div></div></div></div></div><div class="col col--4" style="margin-bottom:20px"><div class="col-demo"><div class="card-demo"><div class="card" style="border:1px solid #ddd"><div class="card__image cardImage__33o"><a href="/zh/blog/conversational-computing"><img src="/img/default-blog-post-banner.png" alt="Conversational computing: a new programming model empower LLM applications" title="Conversational computing: a new programming model empower LLM applications"></a></div><div class="card__body"><small>2023年10月4日</small><a href="/zh/blog/conversational-computing"><h3 class="title_XvkZ">Conversational computing: a new programming model empower LLM applications</h3></a><div class="avatar"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin"><div class="avatar__intro"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="authorUrl_HHBv">Chunlin Qin</a></div><small class="avatar__subtitle avatarSubtitle__V9Q">Creator of Reality World</small></div></div></div></div></div></div></div><div class="col col--4" style="margin-bottom:20px"><div class="col-demo"><div class="card-demo"><div class="card" style="border:1px solid #ddd"><div class="card__image cardImage__33o"><a href="/zh/blog/thinking"><img src="/img/blog/2.jpg" alt="对未来数字世界和软件构造的思考" title="对未来数字世界和软件构造的思考"></a></div><div class="card__body"><small>2021年8月26日</small><a href="/zh/blog/thinking"><h3 class="title_XvkZ">对未来数字世界和软件构造的思考</h3></a><div class="avatar"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin"><div class="avatar__intro"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="authorUrl_HHBv">Chunlin Qin</a></div><small class="avatar__subtitle avatarSubtitle__V9Q">Creator of Reality World</small></div></div></div></div></div></div></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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data-tags="default,docs-default-current,docs-community-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container margin-vert--lg"><div class="row"><aside class="col col--3"><nav class="sidebar_re4s thin-scrollbar" aria-label="最近博文导航"><div class="sidebarItemTitle_pO2u margin-bottom--md">Recent posts</div><ul class="sidebarItemList_Yudw clean-list"><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/the-evolution-of-ECS">The Evolution of ECS</a></li><li class="sidebarItem__DBe"><a aria-current="page" class="sidebarItemLink_mo7H sidebarItemLinkActive_I1ZP" href="/zh/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><article itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="呃，这又是一个创业公司营销的噱头和方式吗？"><link itemprop="image" href="https://realityworld.com/zh/img/blog/open-source-conference.jpg"><header><h1 class="title_f1Hy" itemprop="headline">Reality World 开源技术分享会</h1><div class="container_mt6G margin-vert--md"><time datetime="2023-10-09T00:00:00.000Z" itemprop="datePublished">2023年10月9日</time> · <!-- -->阅读需 28 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div id="__blog-post-container" class="markdown" itemprop="articleBody"><p><strong>呃，这又是一个创业公司营销的噱头和方式吗？</strong></p><p><strong>又去看他们宣传产品不讲技术吗？</strong></p><p><strong>你直接开源不就得了，还搞什么线下活动？</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="先回答问题">先回答问题<a href="#先回答问题" class="hash-link" aria-label="先回答问题的直接链接" title="先回答问题的直接链接">​</a></h2><p>关于第一个问题，<a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>已经慎重决定由创业项目转为纯开源项目，也就是说它后面将不会有一个创业公司实体来运营，它会真正依靠社区及其组织进行发展，就像Bevy等开源项目，当然我肯定也会持续在这个项目进行迭代开发。这也意味着它不再有商业利益，任意公司或个人都可以使用或者基于它进行修改或扩展。</p><p><strong>之所以这样的选择，很大一个原因是，我觉得这几年技术、环境和产品形态的变化和发展都很快，各种概念弥漫着整个世界，我认识和交流过很多投资人、创业者、开发者以及行业很多不太懂技术的各种角色，即使最聪明的人，往往也很难在一些关于技术的理解上达成共识，而且国内的整个环境普遍还是更关注上层的应用，而硅谷的很多产品创新更多是源于对技术的深刻理解。所以我觉得站在这个历史阶段，我们最重要的是要有一些关于技术的基础讨论形成共识，要有一些具体而系统的实践而不是停留在臆想，然后要将这样的基础共识开放为公共资源，形成一些坚强的共识底座，然后有了更清晰的技术理解，上层的创新才会真正的繁荣。Reality World 现在的使命就是尝试去成为其中的一股开放力量，它首先提出自己对技术和未来的系统理解，然后基于这些理解构建一种可供大家学习和讨论的实践，最后开源出来供大家传播、分享、讨论和发展。</strong></p><p>关于第二个问题，如果有朋友参加过我2018年的全国图形渲染技术巡讲，一个人围绕一个主题讲3～4个小时，在中国这种会议几乎是绝无仅有的，那种系统和深度远不是那种15～45分钟蜻蜓点水一样的感觉，这将是一场非常深刻的技术旅程，我相信每个人可以学到非常非常多的知识和理解，后面我会大概说明会讲什么内容。</p><p>关于第三个问题，这个项目跟其它项目非常不同，简单来说，直接开源出来让大家自己研究代码和文档可能并不好理解，通常我自己有时候也很难用简单的几句话向朋友或投资人说明Reality World是什么。一方面是Reality World太技术，涉及的每一个设计决策都有很多不同层面的考虑；另一方面它涉及的技术面非常广，从程序的组织结构、到编译/解释/链接，到运行时的虚拟机、调度和沙盒，以及还涉及到怎样用这些技术去解决比如元宇宙应用的一些需求等等；最后它的目标也不是一个简单的应用或者一个框架，它是介于框架和编程语言之间的一种用于构建应用的软件构造方法，但它本身也不是一种编程语言。</p><p><strong>所以，这么多复杂的事情耦合在一起，我必须用语音和视频的方式才能更清晰的表达它，才能让大家更好地理解这个项目的目的，不然开源一个大家都看不懂或者连看懂目的都很复杂的项目有什么意义呢？但好消息是，如果你听我一次系统的讲解，它其实理解起来非常简单，但这种简单它不能用简单的文字表达，否则你可能要花费远远大于3个小时的时间才能更清晰的理解这个项目的逻辑和目的。</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world是什么">Reality World是什么？<a href="#reality-world是什么" class="hash-link" aria-label="Reality World是什么？的直接链接" title="Reality World是什么？的直接链接">​</a></h2><p>尽管这个问题回答起来很困难，但我还是必须要尝试用简单的几句话解释它，否则都不知道它是何物，我为什么要去关注这个项目和参加这次活动呢？</p><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>是一个面向具有<strong>“未来特征”</strong>应用的开发框架和运行时，开发框架是指它是一个用于构建应用的工具，就像你用游戏引擎可以构建游戏程序，只不过现在它还不支持图形和UI显示，但是在将来它应该可以比较简单地集成一些渲染引擎或者UI框架，毕竟这部分的内容和工作流程大部分是比较成熟的，也可以很容易地把它嵌入到已有的游戏或者应用中，用于提供一些额外的功能。</p><p>所谓<strong>未来特征</strong>，我们主要指三个层面，后面会有更多讨论：</p><ul><li><strong>互操作性</strong></li><li><strong>相互协作</strong></li><li><strong>去中心化</strong></li></ul><p>实际上，这三个特性正对应着元宇宙（互操作性），大模型应用（多智能体协作）以及Web 3.0（去中心化）。尽管这三者之间的概念以及技术需求都是很模糊的，我们则尝试在这三者之间寻找一种统一的计算架构和软件构造方法。所以这就是Reality World技术上的复杂性，也就是为什么我们思考的是面向未来5~10年的应用的形态。</p><p>Reality World整个体系分为三个部分：</p><ul><li><strong>Cogine：</strong>是整个应用构建方法的底座和运行时，它定义这种应用的表述格式，以及对这种格式的动态解释和运行时的其它功能。该词的前缀 <em>co-</em> 取自<strong>Co</strong>mplexity system，或者<strong>Co</strong>gnitive computing，或者<strong>Co</strong>nversational computing，这些术语都是Cogine背后的一些技术思想；后缀 <em>-gine</em> 来自于En<strong>gine</strong>。所以可以称之为复杂引擎，认知计算引擎或者对话式计算引擎，其中复杂系统相关的一些理论是它重要的一些设计原则和目标。</li><li><strong>Reality Create：</strong>是这种应用的编辑器。</li><li><strong>Reality World：</strong>是这种应用的一个模拟器，任意一个基于Cogine定义的格式构建的应用程序包，都可以被它直接动态加载和运行。当然作为一个面向用户的应用程序，它还有其它一些功能，比如程序的安全授权管理，多程序的分组以及用户与程序的交互界面等等功能。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="讲什么">讲什么？<a href="#讲什么" class="hash-link" aria-label="讲什么？的直接链接" title="讲什么？的直接链接">​</a></h2><p>基本上，会分享所有关于Reality World的一切，包括它的为什么这么思考，具体的架构设计，以及一个具体的代码实现和Demo演示等。</p><p>计算机和数字化发展这么多年，我们已经积累了非常多的知识、理论和方法，从编程语言、软件工程到各种架构设计模式，而且几乎任何一种新的特别是偏底层的架构设计，往往都面临着跟其它很多模块的交互和协作，所以与单纯了解一种方法本身的知识相比，其背后的逻辑和设计思想有时候更为重要。</p><p>大体上，3~4个小时的演讲分为两个部分：</p><ul><li>约有40%的内容讨论为什么要这么设计</li><li>其它60%则介绍具有的架构设计及代码</li></ul><p>Reality World的目标，是要构建一种新的程序组织和构造的方法，所以最基础的问题就是为什么要构建一种新的方法？我们已经有非常成熟的各种体系，在传统的流程中，比如要构建一个应用程序，首先基本的各种编程语言如C++、Rust、Python、Javascript、C#、Go等基本上解决了大部分的逻辑组织和表达的问题，剩下的主要就是在显示层又会有不同的选择，比如要想实现3D的图形界面，至少得选择一个游戏引擎或者其它具有3D渲染能力的组件或者框架，2D的界面则有更多各式各样的选择，比如iOS和Android都有原生的UI交互框架，也有其它一些如React、Flutter等跨平台或者基于Web的各种框架。</p><p>因此这个其实是Reality World最核心要回答的问题。为什么要设计一种新的方法，我们将主要从两个层面来回答：</p><ul><li>外在层面</li><li>内在层面</li></ul><p><strong>外在层面</strong> 是指在编程语言和传统软件构造方法之外的需求，这部分也是更多对应40%的内容中为什么要这么设计的问题。过去几十年来应用构造的体系基本上都是围绕构建一个单一的程序体被隔离在单一的内存中运行的，在这种背景下，软件之间的功能通常都是相互隔离的，甚至即使是属于同一个用户不同应用之间的数据，虽然看起来都是同一个用户的数据，但是不同的软件之间却无法访问。这种机制在过去几十年都能够很好地解决我们的数字化的问题，直到Web 3.0和元宇宙的出现，这两种新的应用形态似乎都在尝试构建一个共享、互操作的数字世界。这要求应用之间需要高度交互能力，然而这种需求和传统的软件构造方法是天生相悖的，传统软件构造方法建立内存隔离的目的就是保护数据和内存中数据的安全，它的一个基本的安全底座就是系统的内存环境会保护程序内所有的数据，因此传统的编程语言和软件构造方法就没有太多专门针对这些数据的保护措施，但是当我们去掉这个内存保护，要求很多匿名的软件在一个内存环境中进行运行的时候，这种安全性怎么保证。虽然Web Assembly和一些容器等沙盒技术提供了一些解决方案，但是沙盒技术本身更多是为虚拟化而设计，它的主要方法也是建立模拟操作系统的内存保护机制。</p><p>因此，本质上针对这种新的需求，我们要重新思考软件构造方法本身。而要开发一种新的思路，我们就必须要很好地理解现有各种技术的原理及其问题，这里涉及的技术点比如编译器的寻址计算，内存机制，沙盒技术，USD/LLVM/MLIR等一些具有互操作和模块化能力的技术思想，虚拟机的作用，区块链中互操作性架构的一些思想。</p><p>除了外在的需求和驱动，现有的软件构造方法在 <strong>内在层面</strong> 也存在很多问题。一个现实的问题是编程仍然是一份门槛非常高的工作，全世界会编程的人不足0.5%，所以说我们今天的数字化的程度是远远不够的，因为剩下那么多群体能带来多少可能性是不可估量的。尽管现在有大模型这种提升编程效率的技术和方法，但是在软件构造方法本身没有变得更简单之前，也很难解决实质性的问题。</p><p>软件开发是由人去表达人类理解的逻辑流程，然而现代大部分编程语言的核心抽象都还是面向硬件和编译器的，我不是说编程语言一定要是自然语言，但是传统的编程语言中有很多的概念和规则都是面向计算机的。</p><p>首先，比如程序的数据管理是非常复杂的，你必须要定义数据被存放在哪里，怎么初始化，什么时候删除，当你需要执行某个具体逻辑的时候，往往需要搜集各种上下文以计算条件，这些数据充斥在各种结构各种对象中使用各种不同的方法进行封装。我们编程很多时间就是在组织这种数据，决定他们被怎样构造、初始化和存放才能使得获取它们变得更简单而灵活，而且这种结构也复杂往往越混乱，因为这些数据还对应着复杂的运行时状态，这样逻辑的执行就不光取决于数据，该取决于执行时它们的状态，这样你就不得不很好地维护它们正确的状态。</p><p>当一个程序员在思路TA代码中的逻辑跟TA思考现实生活中的某个事情时思路是完全不一样的，在现实中我们往往很少关注一个东西的位置我要把它放在哪里，我去访问的时候它们的组合状态对不对等，现实生活中的一切似乎都是那么自然，我们的精力都在关注事情的逻辑本身。</p><p>其次，程序的结构组织也是非常复杂的，我们人思路现实世界中的问题通常是线性的，先做什么再做什么，我们往往任意用流程图把它画出来，人与人之间的交流也非常简单。程序的流程则通常很难可视化，因为它的表达不是线性的，整个流程有点像一个深度优先的遍历算法，对于每一个开始的节点，它必须进入每个函数的调用链，直到所有的子函数调用都结束才会返回来执行下一步。就像我们人想事情是先把总体流程步骤想好，再去解决具体一个个细节问题，计算机程序是每做一件事情都需要把它的细节全部做完，然后开始下一件事情。你可以说每个函数内部在不去看系函数的时候也是线性的流程，但是你很难进行可视化，因为这些函数内部的细节，它们没有一些规范，函数的输入输出参数定义也不一样。更要命的是，你无法很轻易地对流程进行调试，比如想跳过、新增或者调整某些流程，这可能需要去修改源代码，而源代码通常不是注释那么简单，因为有些流程可能产生关联数据导致后面的流程根本就无法执行。</p><p>我把这个问题称为程序结构的问题，可见我们仍然无法用比较符合直觉的方法去构建逻辑流程。</p><p>所以我认为，编程这个事情的门槛，其实很大程度上并不是来源于编程语言本身，而是在与程序的结构组织和数据管理。这两个层面其实都是和编译器和硬件有关，正是因为编译器需要按照这样的方式编译为硬件可以执行的程序，所以编程语言才是这么设计。</p><p><strong>结合上述外在和内在的问题，Reality World的目标就是，通过深入分析程序构建和执行的整个过程，能不能设计出一种新的方法流程可以同时解决这两个问题。这就是我们这次技术分享会的重点内容</strong>。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="面向的受众群体是谁">面向的受众群体是谁？<a href="#面向的受众群体是谁" class="hash-link" aria-label="面向的受众群体是谁？的直接链接" title="面向的受众群体是谁？的直接链接">​</a></h2><p>本次活动主要面向两类人群：</p><ul><li>希望深入了解相关技术的开发人员</li><li>希望通过深入了解一些技术的思路来更好地理解一些新的技术概念的非技术人员</li></ul><p>对于技术人员，如果你关注以下技术，你可以来听听我的理解：</p><ul><li>游戏引擎架构</li><li>ECS/DOTS</li><li>USD</li><li>LLVM/MLIR</li><li>Rust</li><li>Web Assembly</li><li>编译、解释、链接过程</li><li>面向对象</li><li>函数式编程</li><li>LLM应用</li><li>元宇宙及互操作性</li><li>开放世界和复杂系统架构</li></ul><p>对于非技术人员，可以帮助你更好的理解以下技术概念：</p><ul><li>元宇宙</li><li>大模型应用架构</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源的目的是什么">开源的目的是什么？<a href="#开源的目的是什么" class="hash-link" aria-label="开源的目的是什么？的直接链接" title="开源的目的是什么？的直接链接">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="License的直接链接" title="License的直接链接">​</a></h3><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源什么">开源什么？<a href="#开源什么" class="hash-link" aria-label="开源什么？的直接链接" title="开源什么？的直接链接">​</a></h2><p>基本上，Reality World相关的所有一切都会开源，包括：</p><ul><li>核心代码</li><li>整理手稿：大概20多万字我整整一年记录的一些思考、参考信息和资料</li><li>架构文档：重新整理的系统性的技术文档，大概10多万字</li><li>白皮书</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源信息">开源信息<a href="#开源信息" class="hash-link" aria-label="开源信息的直接链接" title="开源信息的直接链接">​</a></h3><p>活动结束后将会上传代码，仓库地址：</p><p><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer">https://github.com/Cogine/RealityWorld</a></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源社区群">开源社区群<a href="#开源社区群" class="hash-link" aria-label="开源社区群的直接链接" title="开源社区群的直接链接">​</a></h3><p>由于人数问题以及广告太多，请先加我微信再社区群：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="活动信息">活动信息<a href="#活动信息" class="hash-link" aria-label="活动信息的直接链接" title="活动信息的直接链接">​</a></h2><p><strong>时间</strong>：2023.10.22</p><p><strong>地点：</strong>上海市长宁区长宁路1189号  长宁来福士办公楼T2座26楼 亚马逊演播厅</p><table><thead><tr><th align="left">时间</th><th>内容</th></tr></thead><tbody><tr><td align="left">13: 20</td><td>签到</td></tr><tr><td align="left">14: 00</td><td>技术分享</td></tr><tr><td align="left">17: 00</td><td>开放讨论</td></tr><tr><td align="left">18: 00</td><td>活动结束</td></tr></tbody></table><h2 class="anchor anchorWithStickyNavbar_LWe7" id="联系我">联系我<a href="#联系我" class="hash-link" aria-label="联系我的直接链接" title="联系我的直接链接">​</a></h2><p>分享者：秦春林</p><p>Reality World 创始人，前华为河图核心成员，<a href="https://github.com/ElvisQin/thegibook" target="_blank" rel="noopener noreferrer">《全局光照技术》</a>《我所理解的Cocos2d-x》作者。</p><p>自去年从华为离职独自创业探索一年半，致力于思考和探索能够为用户体验和生活带来全新价值的软件构造方法，现将这一年的探索毫无保留开源给社区，我将用3个小时非常系统、全面地分享我所有的思考和技术理解。</p><p>欢迎各位朋友与我交流和讨论，我的微信：ARealityWorld。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="官网地址">官网地址<a href="#官网地址" class="hash-link" aria-label="官网地址的直接链接" title="官网地址的直接链接">​</a></h2><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">https://realityworld.com/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="报名地址">报名地址<a href="#报名地址" class="hash-link" aria-label="报名地址的直接链接" title="报名地址的直接链接">​</a></h2><p><a href="https://9371398676573.huodongxing.com/event/1723877940100" target="_blank" rel="noopener noreferrer">https://9371398676573.huodongxing.com/event/1723877940100</a></p></div><footer class="row docusaurus-mt-lg blogPostFooterDetailsFull_mRVl"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/open-source">Open source</a></li></ul></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="博文分页导航"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/blog/the-evolution-of-ECS"><div class="pagination-nav__sublabel">较新一篇</div><div class="pagination-nav__label">The Evolution of ECS</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/zh/blog/conversational-computing"><div class="pagination-nav__sublabel">较旧一篇</div><div class="pagination-nav__label">Conversational computing: a new programming model empower LLM applications</div></a></nav></main><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#先回答问题" class="table-of-contents__link toc-highlight">先回答问题</a></li><li><a href="#reality-world是什么" class="table-of-contents__link toc-highlight">Reality World是什么？</a></li><li><a href="#讲什么" class="table-of-contents__link toc-highlight">讲什么？</a></li><li><a href="#面向的受众群体是谁" class="table-of-contents__link toc-highlight">面向的受众群体是谁？</a></li><li><a href="#开源的目的是什么" class="table-of-contents__link toc-highlight">开源的目的是什么？</a><ul><li><a href="#license" class="table-of-contents__link toc-highlight">License</a></li></ul></li><li><a href="#开源什么" class="table-of-contents__link toc-highlight">开源什么？</a><ul><li><a href="#开源信息" class="table-of-contents__link toc-highlight">开源信息</a></li><li><a href="#开源社区群" class="table-of-contents__link toc-highlight">开源社区群</a></li></ul></li><li><a href="#活动信息" class="table-of-contents__link toc-highlight">活动信息</a></li><li><a href="#联系我" class="table-of-contents__link toc-highlight">联系我</a></li><li><a href="#官网地址" class="table-of-contents__link toc-highlight">官网地址</a></li><li><a href="#报名地址" class="table-of-contents__link toc-highlight">报名地址</a></li></ul></div></div></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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data-tags="default,docs-community-current,docs-default-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container margin-vert--lg"><div class="row"><aside class="col col--3"><nav class="sidebar_re4s thin-scrollbar" aria-label="最近博文导航"><div class="sidebarItemTitle_pO2u margin-bottom--md">Recent posts</div><ul class="sidebarItemList_Yudw clean-list"><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/the-evolution-of-ECS">The Evolution of ECS</a></li><li class="sidebarItem__DBe"><a aria-current="page" class="sidebarItemLink_mo7H sidebarItemLinkActive_I1ZP" href="/zh/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><article itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="呃，这又是一个创业公司营销的噱头和方式吗？"><link itemprop="image" href="https://realityworld.com/zh/img/blog/open-source-conference.jpg"><header><h1 class="title_f1Hy" itemprop="headline">Reality World 开源技术分享会</h1><div class="container_mt6G margin-vert--md"><time datetime="2023-10-09T00:00:00.000Z" itemprop="datePublished">2023年10月9日</time> · <!-- -->阅读需 28 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div id="__blog-post-container" class="markdown" itemprop="articleBody"><p><strong>呃，这又是一个创业公司营销的噱头和方式吗？</strong></p><p><strong>又去看他们宣传产品不讲技术吗？</strong></p><p><strong>你直接开源不就得了，还搞什么线下活动？</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="先回答问题">先回答问题<a href="#先回答问题" class="hash-link" aria-label="先回答问题的直接链接" title="先回答问题的直接链接">​</a></h2><p>关于第一个问题，<a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>已经慎重决定由创业项目转为纯开源项目，也就是说它后面将不会有一个创业公司实体来运营，它会真正依靠社区及其组织进行发展，就像Bevy等开源项目，当然我肯定也会持续在这个项目进行迭代开发。这也意味着它不再有商业利益，任意公司或个人都可以使用或者基于它进行修改或扩展。</p><p><strong>之所以这样的选择，很大一个原因是，我觉得这几年技术、环境和产品形态的变化和发展都很快，各种概念弥漫着整个世界，我认识和交流过很多投资人、创业者、开发者以及行业很多不太懂技术的各种角色，即使最聪明的人，往往也很难在一些关于技术的理解上达成共识，而且国内的整个环境普遍还是更关注上层的应用，而硅谷的很多产品创新更多是源于对技术的深刻理解。所以我觉得站在这个历史阶段，我们最重要的是要有一些关于技术的基础讨论形成共识，要有一些具体而系统的实践而不是停留在臆想，然后要将这样的基础共识开放为公共资源，形成一些坚强的共识底座，然后有了更清晰的技术理解，上层的创新才会真正的繁荣。Reality World 现在的使命就是尝试去成为其中的一股开放力量，它首先提出自己对技术和未来的系统理解，然后基于这些理解构建一种可供大家学习和讨论的实践，最后开源出来供大家传播、分享、讨论和发展。</strong></p><p>关于第二个问题，如果有朋友参加过我2018年的全国图形渲染技术巡讲，一个人围绕一个主题讲3～4个小时，在中国这种会议几乎是绝无仅有的，那种系统和深度远不是那种15～45分钟蜻蜓点水一样的感觉，这将是一场非常深刻的技术旅程，我相信每个人可以学到非常非常多的知识和理解，后面我会大概说明会讲什么内容。</p><p>关于第三个问题，这个项目跟其它项目非常不同，简单来说，直接开源出来让大家自己研究代码和文档可能并不好理解，通常我自己有时候也很难用简单的几句话向朋友或投资人说明Reality World是什么。一方面是Reality World太技术，涉及的每一个设计决策都有很多不同层面的考虑；另一方面它涉及的技术面非常广，从程序的组织结构、到编译/解释/链接，到运行时的虚拟机、调度和沙盒，以及还涉及到怎样用这些技术去解决比如元宇宙应用的一些需求等等；最后它的目标也不是一个简单的应用或者一个框架，它是介于框架和编程语言之间的一种用于构建应用的软件构造方法，但它本身也不是一种编程语言。</p><p><strong>所以，这么多复杂的事情耦合在一起，我必须用语音和视频的方式才能更清晰的表达它，才能让大家更好地理解这个项目的目的，不然开源一个大家都看不懂或者连看懂目的都很复杂的项目有什么意义呢？但好消息是，如果你听我一次系统的讲解，它其实理解起来非常简单，但这种简单它不能用简单的文字表达，否则你可能要花费远远大于3个小时的时间才能更清晰的理解这个项目的逻辑和目的。</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world是什么">Reality World是什么？<a href="#reality-world是什么" class="hash-link" aria-label="Reality World是什么？的直接链接" title="Reality World是什么？的直接链接">​</a></h2><p>尽管这个问题回答起来很困难，但我还是必须要尝试用简单的几句话解释它，否则都不知道它是何物，我为什么要去关注这个项目和参加这次活动呢？</p><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>是一个面向具有<strong>“未来特征”</strong>应用的开发框架和运行时，开发框架是指它是一个用于构建应用的工具，就像你用游戏引擎可以构建游戏程序，只不过现在它还不支持图形和UI显示，但是在将来它应该可以比较简单地集成一些渲染引擎或者UI框架，毕竟这部分的内容和工作流程大部分是比较成熟的，也可以很容易地把它嵌入到已有的游戏或者应用中，用于提供一些额外的功能。</p><p>所谓<strong>未来特征</strong>，我们主要指三个层面，后面会有更多讨论：</p><ul><li><strong>互操作性</strong></li><li><strong>相互协作</strong></li><li><strong>去中心化</strong></li></ul><p>实际上，这三个特性正对应着元宇宙（互操作性），大模型应用（多智能体协作）以及Web 3.0（去中心化）。尽管这三者之间的概念以及技术需求都是很模糊的，我们则尝试在这三者之间寻找一种统一的计算架构和软件构造方法。所以这就是Reality World技术上的复杂性，也就是为什么我们思考的是面向未来5~10年的应用的形态。</p><p>Reality World整个体系分为三个部分：</p><ul><li><strong>Cogine：</strong>是整个应用构建方法的底座和运行时，它定义这种应用的表述格式，以及对这种格式的动态解释和运行时的其它功能。该词的前缀 <em>co-</em> 取自<strong>Co</strong>mplexity system，或者<strong>Co</strong>gnitive computing，或者<strong>Co</strong>nversational computing，这些术语都是Cogine背后的一些技术思想；后缀 <em>-gine</em> 来自于En<strong>gine</strong>。所以可以称之为复杂引擎，认知计算引擎或者对话式计算引擎，其中复杂系统相关的一些理论是它重要的一些设计原则和目标。</li><li><strong>Reality Create：</strong>是这种应用的编辑器。</li><li><strong>Reality World：</strong>是这种应用的一个模拟器，任意一个基于Cogine定义的格式构建的应用程序包，都可以被它直接动态加载和运行。当然作为一个面向用户的应用程序，它还有其它一些功能，比如程序的安全授权管理，多程序的分组以及用户与程序的交互界面等等功能。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="讲什么">讲什么？<a href="#讲什么" class="hash-link" aria-label="讲什么？的直接链接" title="讲什么？的直接链接">​</a></h2><p>基本上，会分享所有关于Reality World的一切，包括它的为什么这么思考，具体的架构设计，以及一个具体的代码实现和Demo演示等。</p><p>计算机和数字化发展这么多年，我们已经积累了非常多的知识、理论和方法，从编程语言、软件工程到各种架构设计模式，而且几乎任何一种新的特别是偏底层的架构设计，往往都面临着跟其它很多模块的交互和协作，所以与单纯了解一种方法本身的知识相比，其背后的逻辑和设计思想有时候更为重要。</p><p>大体上，3~4个小时的演讲分为两个部分：</p><ul><li>约有40%的内容讨论为什么要这么设计</li><li>其它60%则介绍具有的架构设计及代码</li></ul><p>Reality World的目标，是要构建一种新的程序组织和构造的方法，所以最基础的问题就是为什么要构建一种新的方法？我们已经有非常成熟的各种体系，在传统的流程中，比如要构建一个应用程序，首先基本的各种编程语言如C++、Rust、Python、Javascript、C#、Go等基本上解决了大部分的逻辑组织和表达的问题，剩下的主要就是在显示层又会有不同的选择，比如要想实现3D的图形界面，至少得选择一个游戏引擎或者其它具有3D渲染能力的组件或者框架，2D的界面则有更多各式各样的选择，比如iOS和Android都有原生的UI交互框架，也有其它一些如React、Flutter等跨平台或者基于Web的各种框架。</p><p>因此这个其实是Reality World最核心要回答的问题。为什么要设计一种新的方法，我们将主要从两个层面来回答：</p><ul><li>外在层面</li><li>内在层面</li></ul><p><strong>外在层面</strong> 是指在编程语言和传统软件构造方法之外的需求，这部分也是更多对应40%的内容中为什么要这么设计的问题。过去几十年来应用构造的体系基本上都是围绕构建一个单一的程序体被隔离在单一的内存中运行的，在这种背景下，软件之间的功能通常都是相互隔离的，甚至即使是属于同一个用户不同应用之间的数据，虽然看起来都是同一个用户的数据，但是不同的软件之间却无法访问。这种机制在过去几十年都能够很好地解决我们的数字化的问题，直到Web 3.0和元宇宙的出现，这两种新的应用形态似乎都在尝试构建一个共享、互操作的数字世界。这要求应用之间需要高度交互能力，然而这种需求和传统的软件构造方法是天生相悖的，传统软件构造方法建立内存隔离的目的就是保护数据和内存中数据的安全，它的一个基本的安全底座就是系统的内存环境会保护程序内所有的数据，因此传统的编程语言和软件构造方法就没有太多专门针对这些数据的保护措施，但是当我们去掉这个内存保护，要求很多匿名的软件在一个内存环境中进行运行的时候，这种安全性怎么保证。虽然Web Assembly和一些容器等沙盒技术提供了一些解决方案，但是沙盒技术本身更多是为虚拟化而设计，它的主要方法也是建立模拟操作系统的内存保护机制。</p><p>因此，本质上针对这种新的需求，我们要重新思考软件构造方法本身。而要开发一种新的思路，我们就必须要很好地理解现有各种技术的原理及其问题，这里涉及的技术点比如编译器的寻址计算，内存机制，沙盒技术，USD/LLVM/MLIR等一些具有互操作和模块化能力的技术思想，虚拟机的作用，区块链中互操作性架构的一些思想。</p><p>除了外在的需求和驱动，现有的软件构造方法在 <strong>内在层面</strong> 也存在很多问题。一个现实的问题是编程仍然是一份门槛非常高的工作，全世界会编程的人不足0.5%，所以说我们今天的数字化的程度是远远不够的，因为剩下那么多群体能带来多少可能性是不可估量的。尽管现在有大模型这种提升编程效率的技术和方法，但是在软件构造方法本身没有变得更简单之前，也很难解决实质性的问题。</p><p>软件开发是由人去表达人类理解的逻辑流程，然而现代大部分编程语言的核心抽象都还是面向硬件和编译器的，我不是说编程语言一定要是自然语言，但是传统的编程语言中有很多的概念和规则都是面向计算机的。</p><p>首先，比如程序的数据管理是非常复杂的，你必须要定义数据被存放在哪里，怎么初始化，什么时候删除，当你需要执行某个具体逻辑的时候，往往需要搜集各种上下文以计算条件，这些数据充斥在各种结构各种对象中使用各种不同的方法进行封装。我们编程很多时间就是在组织这种数据，决定他们被怎样构造、初始化和存放才能使得获取它们变得更简单而灵活，而且这种结构也复杂往往越混乱，因为这些数据还对应着复杂的运行时状态，这样逻辑的执行就不光取决于数据，该取决于执行时它们的状态，这样你就不得不很好地维护它们正确的状态。</p><p>当一个程序员在思路TA代码中的逻辑跟TA思考现实生活中的某个事情时思路是完全不一样的，在现实中我们往往很少关注一个东西的位置我要把它放在哪里，我去访问的时候它们的组合状态对不对等，现实生活中的一切似乎都是那么自然，我们的精力都在关注事情的逻辑本身。</p><p>其次，程序的结构组织也是非常复杂的，我们人思路现实世界中的问题通常是线性的，先做什么再做什么，我们往往任意用流程图把它画出来，人与人之间的交流也非常简单。程序的流程则通常很难可视化，因为它的表达不是线性的，整个流程有点像一个深度优先的遍历算法，对于每一个开始的节点，它必须进入每个函数的调用链，直到所有的子函数调用都结束才会返回来执行下一步。就像我们人想事情是先把总体流程步骤想好，再去解决具体一个个细节问题，计算机程序是每做一件事情都需要把它的细节全部做完，然后开始下一件事情。你可以说每个函数内部在不去看系函数的时候也是线性的流程，但是你很难进行可视化，因为这些函数内部的细节，它们没有一些规范，函数的输入输出参数定义也不一样。更要命的是，你无法很轻易地对流程进行调试，比如想跳过、新增或者调整某些流程，这可能需要去修改源代码，而源代码通常不是注释那么简单，因为有些流程可能产生关联数据导致后面的流程根本就无法执行。</p><p>我把这个问题称为程序结构的问题，可见我们仍然无法用比较符合直觉的方法去构建逻辑流程。</p><p>所以我认为，编程这个事情的门槛，其实很大程度上并不是来源于编程语言本身，而是在与程序的结构组织和数据管理。这两个层面其实都是和编译器和硬件有关，正是因为编译器需要按照这样的方式编译为硬件可以执行的程序，所以编程语言才是这么设计。</p><p><strong>结合上述外在和内在的问题，Reality World的目标就是，通过深入分析程序构建和执行的整个过程，能不能设计出一种新的方法流程可以同时解决这两个问题。这就是我们这次技术分享会的重点内容</strong>。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="面向的受众群体是谁">面向的受众群体是谁？<a href="#面向的受众群体是谁" class="hash-link" aria-label="面向的受众群体是谁？的直接链接" title="面向的受众群体是谁？的直接链接">​</a></h2><p>本次活动主要面向两类人群：</p><ul><li>希望深入了解相关技术的开发人员</li><li>希望通过深入了解一些技术的思路来更好地理解一些新的技术概念的非技术人员</li></ul><p>对于技术人员，如果你关注以下技术，你可以来听听我的理解：</p><ul><li>游戏引擎架构</li><li>ECS/DOTS</li><li>USD</li><li>LLVM/MLIR</li><li>Rust</li><li>Web Assembly</li><li>编译、解释、链接过程</li><li>面向对象</li><li>函数式编程</li><li>LLM应用</li><li>元宇宙及互操作性</li><li>开放世界和复杂系统架构</li></ul><p>对于非技术人员，可以帮助你更好的理解以下技术概念：</p><ul><li>元宇宙</li><li>大模型应用架构</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源的目的是什么">开源的目的是什么？<a href="#开源的目的是什么" class="hash-link" aria-label="开源的目的是什么？的直接链接" title="开源的目的是什么？的直接链接">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="License的直接链接" title="License的直接链接">​</a></h3><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源什么">开源什么？<a href="#开源什么" class="hash-link" aria-label="开源什么？的直接链接" title="开源什么？的直接链接">​</a></h2><p>基本上，Reality World相关的所有一切都会开源，包括：</p><ul><li>核心代码</li><li>整理手稿：大概20多万字我整整一年记录的一些思考、参考信息和资料</li><li>架构文档：重新整理的系统性的技术文档，大概10多万字</li><li>白皮书</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源信息">开源信息<a href="#开源信息" class="hash-link" aria-label="开源信息的直接链接" title="开源信息的直接链接">​</a></h3><p>活动结束后将会上传代码，仓库地址：</p><p><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer">https://github.com/Cogine/RealityWorld</a></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源社区群">开源社区群<a href="#开源社区群" class="hash-link" aria-label="开源社区群的直接链接" title="开源社区群的直接链接">​</a></h3><p>由于人数问题以及广告太多，请先加我微信再社区群：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="活动信息">活动信息<a href="#活动信息" class="hash-link" aria-label="活动信息的直接链接" title="活动信息的直接链接">​</a></h2><p><strong>时间</strong>：2023.10.22</p><p><strong>地点：</strong>上海市长宁区长宁路1189号  长宁来福士办公楼T2座26楼 亚马逊演播厅</p><table><thead><tr><th align="left">时间</th><th>内容</th></tr></thead><tbody><tr><td align="left">13: 20</td><td>签到</td></tr><tr><td align="left">14: 00</td><td>技术分享</td></tr><tr><td align="left">17: 00</td><td>开放讨论</td></tr><tr><td align="left">18: 00</td><td>活动结束</td></tr></tbody></table><h2 class="anchor anchorWithStickyNavbar_LWe7" id="联系我">联系我<a href="#联系我" class="hash-link" aria-label="联系我的直接链接" title="联系我的直接链接">​</a></h2><p>分享者：秦春林</p><p>Reality World 创始人，前华为河图核心成员，<a href="https://github.com/ElvisQin/thegibook" target="_blank" rel="noopener noreferrer">《全局光照技术》</a>《我所理解的Cocos2d-x》作者。</p><p>自去年从华为离职独自创业探索一年半，致力于思考和探索能够为用户体验和生活带来全新价值的软件构造方法，现将这一年的探索毫无保留开源给社区，我将用3个小时非常系统、全面地分享我所有的思考和技术理解。</p><p>欢迎各位朋友与我交流和讨论，我的微信：ARealityWorld。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="官网地址">官网地址<a href="#官网地址" class="hash-link" aria-label="官网地址的直接链接" title="官网地址的直接链接">​</a></h2><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">https://realityworld.com/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="报名地址">报名地址<a href="#报名地址" class="hash-link" aria-label="报名地址的直接链接" title="报名地址的直接链接">​</a></h2><p><a href="https://9371398676573.huodongxing.com/event/1723877940100" target="_blank" rel="noopener noreferrer">https://9371398676573.huodongxing.com/event/1723877940100</a></p></div><footer class="row docusaurus-mt-lg blogPostFooterDetailsFull_mRVl"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/open-source">Open source</a></li></ul></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="博文分页导航"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/blog/the-evolution-of-ECS"><div class="pagination-nav__sublabel">较新一篇</div><div class="pagination-nav__label">The Evolution of ECS</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/zh/blog/conversational-computing"><div class="pagination-nav__sublabel">较旧一篇</div><div class="pagination-nav__label">Conversational computing: a new programming model empower LLM applications</div></a></nav></main><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#先回答问题" 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toc-highlight">官网地址</a></li><li><a href="#报名地址" class="table-of-contents__link toc-highlight">报名地址</a></li></ul></div></div></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"></div><footer class="row docusaurus-mt-lg"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="Citation"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/zh/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-04T00:00:00.000Z" itemprop="datePublished">2023年10月4日</time> · <!-- -->阅读需 1 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="citation">Citation<a href="#citation" class="hash-link" aria-label="Citation的直接链接" title="Citation的直接链接">​</a></h2><p>Cited as:</p><blockquote><p>Qin, Chunlin. (Oct 2023). Conversational computing: a new programming model empower LLM applications. Reality World. <a href="https://realityworld.com/blog/conversational-computing" target="_blank" rel="noopener noreferrer">https://realityworld.com/blog/conversational-computing</a>.</p></blockquote><p>Or</p><div class="language-latex codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-latex codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">@article{qin2023conversational,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  title   = &quot;Conversational computing: a new programming model empower LLM applications&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  author  = &quot;Qin, Chunlin&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  journal = &quot;Reality World&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  year    = &quot;2023&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  month   = &quot;Oct&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  url     = &quot;https://realityworld.com/blog/conversational-computing&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="references">References<a href="#references" class="hash-link" aria-label="References的直接链接" title="References的直接链接">​</a></h2></div><footer class="row docusaurus-mt-lg"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><nav class="pagination-nav" aria-label="博文列表分页导航"></nav></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"></div><footer class="row docusaurus-mt-lg"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="Citation"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/zh/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-04T00:00:00.000Z" itemprop="datePublished">2023年10月4日</time> · <!-- -->阅读需 1 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="citation">Citation<a href="#citation" class="hash-link" aria-label="Citation的直接链接" title="Citation的直接链接">​</a></h2><p>Cited as:</p><blockquote><p>Qin, Chunlin. (Oct 2023). Conversational computing: a new programming model empower LLM applications. Reality World. <a href="https://realityworld.com/blog/conversational-computing" target="_blank" rel="noopener noreferrer">https://realityworld.com/blog/conversational-computing</a>.</p></blockquote><p>Or</p><div class="language-latex codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-latex codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">@article{qin2023conversational,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  title   = &quot;Conversational computing: a new programming model empower LLM applications&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  author  = &quot;Qin, Chunlin&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  journal = &quot;Reality World&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  year    = &quot;2023&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  month   = &quot;Oct&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  url     = &quot;https://realityworld.com/blog/conversational-computing&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="references">References<a href="#references" class="hash-link" aria-label="References的直接链接" title="References的直接链接">​</a></h2></div><footer class="row docusaurus-mt-lg"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><nav class="pagination-nav" aria-label="博文列表分页导航"></nav></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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class="sidebarItemLink_mo7H" href="/zh/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>1 篇博文 含有标签「Open source」</h1><a href="/zh/blog/tags">查看所有标签</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="呃，这又是一个创业公司营销的噱头和方式吗？"><link itemprop="image" href="https://realityworld.com/zh/img/blog/open-source-conference.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/zh/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-09T00:00:00.000Z" itemprop="datePublished">2023年10月9日</time> · <!-- -->阅读需 28 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><strong>呃，这又是一个创业公司营销的噱头和方式吗？</strong></p><p><strong>又去看他们宣传产品不讲技术吗？</strong></p><p><strong>你直接开源不就得了，还搞什么线下活动？</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="先回答问题">先回答问题<a href="#先回答问题" class="hash-link" aria-label="先回答问题的直接链接" title="先回答问题的直接链接">​</a></h2><p>关于第一个问题，<a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>已经慎重决定由创业项目转为纯开源项目，也就是说它后面将不会有一个创业公司实体来运营，它会真正依靠社区及其组织进行发展，就像Bevy等开源项目，当然我肯定也会持续在这个项目进行迭代开发。这也意味着它不再有商业利益，任意公司或个人都可以使用或者基于它进行修改或扩展。</p><p><strong>之所以这样的选择，很大一个原因是，我觉得这几年技术、环境和产品形态的变化和发展都很快，各种概念弥漫着整个世界，我认识和交流过很多投资人、创业者、开发者以及行业很多不太懂技术的各种角色，即使最聪明的人，往往也很难在一些关于技术的理解上达成共识，而且国内的整个环境普遍还是更关注上层的应用，而硅谷的很多产品创新更多是源于对技术的深刻理解。所以我觉得站在这个历史阶段，我们最重要的是要有一些关于技术的基础讨论形成共识，要有一些具体而系统的实践而不是停留在臆想，然后要将这样的基础共识开放为公共资源，形成一些坚强的共识底座，然后有了更清晰的技术理解，上层的创新才会真正的繁荣。Reality World 现在的使命就是尝试去成为其中的一股开放力量，它首先提出自己对技术和未来的系统理解，然后基于这些理解构建一种可供大家学习和讨论的实践，最后开源出来供大家传播、分享、讨论和发展。</strong></p><p>关于第二个问题，如果有朋友参加过我2018年的全国图形渲染技术巡讲，一个人围绕一个主题讲3～4个小时，在中国这种会议几乎是绝无仅有的，那种系统和深度远不是那种15～45分钟蜻蜓点水一样的感觉，这将是一场非常深刻的技术旅程，我相信每个人可以学到非常非常多的知识和理解，后面我会大概说明会讲什么内容。</p><p>关于第三个问题，这个项目跟其它项目非常不同，简单来说，直接开源出来让大家自己研究代码和文档可能并不好理解，通常我自己有时候也很难用简单的几句话向朋友或投资人说明Reality World是什么。一方面是Reality World太技术，涉及的每一个设计决策都有很多不同层面的考虑；另一方面它涉及的技术面非常广，从程序的组织结构、到编译/解释/链接，到运行时的虚拟机、调度和沙盒，以及还涉及到怎样用这些技术去解决比如元宇宙应用的一些需求等等；最后它的目标也不是一个简单的应用或者一个框架，它是介于框架和编程语言之间的一种用于构建应用的软件构造方法，但它本身也不是一种编程语言。</p><p><strong>所以，这么多复杂的事情耦合在一起，我必须用语音和视频的方式才能更清晰的表达它，才能让大家更好地理解这个项目的目的，不然开源一个大家都看不懂或者连看懂目的都很复杂的项目有什么意义呢？但好消息是，如果你听我一次系统的讲解，它其实理解起来非常简单，但这种简单它不能用简单的文字表达，否则你可能要花费远远大于3个小时的时间才能更清晰的理解这个项目的逻辑和目的。</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world是什么">Reality World是什么？<a href="#reality-world是什么" class="hash-link" aria-label="Reality World是什么？的直接链接" title="Reality World是什么？的直接链接">​</a></h2><p>尽管这个问题回答起来很困难，但我还是必须要尝试用简单的几句话解释它，否则都不知道它是何物，我为什么要去关注这个项目和参加这次活动呢？</p><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>是一个面向具有<strong>“未来特征”</strong>应用的开发框架和运行时，开发框架是指它是一个用于构建应用的工具，就像你用游戏引擎可以构建游戏程序，只不过现在它还不支持图形和UI显示，但是在将来它应该可以比较简单地集成一些渲染引擎或者UI框架，毕竟这部分的内容和工作流程大部分是比较成熟的，也可以很容易地把它嵌入到已有的游戏或者应用中，用于提供一些额外的功能。</p><p>所谓<strong>未来特征</strong>，我们主要指三个层面，后面会有更多讨论：</p><ul><li><strong>互操作性</strong></li><li><strong>相互协作</strong></li><li><strong>去中心化</strong></li></ul><p>实际上，这三个特性正对应着元宇宙（互操作性），大模型应用（多智能体协作）以及Web 3.0（去中心化）。尽管这三者之间的概念以及技术需求都是很模糊的，我们则尝试在这三者之间寻找一种统一的计算架构和软件构造方法。所以这就是Reality World技术上的复杂性，也就是为什么我们思考的是面向未来5~10年的应用的形态。</p><p>Reality World整个体系分为三个部分：</p><ul><li><strong>Cogine：</strong>是整个应用构建方法的底座和运行时，它定义这种应用的表述格式，以及对这种格式的动态解释和运行时的其它功能。该词的前缀 <em>co-</em> 取自<strong>Co</strong>mplexity system，或者<strong>Co</strong>gnitive computing，或者<strong>Co</strong>nversational computing，这些术语都是Cogine背后的一些技术思想；后缀 <em>-gine</em> 来自于En<strong>gine</strong>。所以可以称之为复杂引擎，认知计算引擎或者对话式计算引擎，其中复杂系统相关的一些理论是它重要的一些设计原则和目标。</li><li><strong>Reality Create：</strong>是这种应用的编辑器。</li><li><strong>Reality World：</strong>是这种应用的一个模拟器，任意一个基于Cogine定义的格式构建的应用程序包，都可以被它直接动态加载和运行。当然作为一个面向用户的应用程序，它还有其它一些功能，比如程序的安全授权管理，多程序的分组以及用户与程序的交互界面等等功能。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="讲什么">讲什么？<a href="#讲什么" class="hash-link" aria-label="讲什么？的直接链接" title="讲什么？的直接链接">​</a></h2><p>基本上，会分享所有关于Reality World的一切，包括它的为什么这么思考，具体的架构设计，以及一个具体的代码实现和Demo演示等。</p><p>计算机和数字化发展这么多年，我们已经积累了非常多的知识、理论和方法，从编程语言、软件工程到各种架构设计模式，而且几乎任何一种新的特别是偏底层的架构设计，往往都面临着跟其它很多模块的交互和协作，所以与单纯了解一种方法本身的知识相比，其背后的逻辑和设计思想有时候更为重要。</p><p>大体上，3~4个小时的演讲分为两个部分：</p><ul><li>约有40%的内容讨论为什么要这么设计</li><li>其它60%则介绍具有的架构设计及代码</li></ul><p>Reality World的目标，是要构建一种新的程序组织和构造的方法，所以最基础的问题就是为什么要构建一种新的方法？我们已经有非常成熟的各种体系，在传统的流程中，比如要构建一个应用程序，首先基本的各种编程语言如C++、Rust、Python、Javascript、C#、Go等基本上解决了大部分的逻辑组织和表达的问题，剩下的主要就是在显示层又会有不同的选择，比如要想实现3D的图形界面，至少得选择一个游戏引擎或者其它具有3D渲染能力的组件或者框架，2D的界面则有更多各式各样的选择，比如iOS和Android都有原生的UI交互框架，也有其它一些如React、Flutter等跨平台或者基于Web的各种框架。</p><p>因此这个其实是Reality World最核心要回答的问题。为什么要设计一种新的方法，我们将主要从两个层面来回答：</p><ul><li>外在层面</li><li>内在层面</li></ul><p><strong>外在层面</strong> 是指在编程语言和传统软件构造方法之外的需求，这部分也是更多对应40%的内容中为什么要这么设计的问题。过去几十年来应用构造的体系基本上都是围绕构建一个单一的程序体被隔离在单一的内存中运行的，在这种背景下，软件之间的功能通常都是相互隔离的，甚至即使是属于同一个用户不同应用之间的数据，虽然看起来都是同一个用户的数据，但是不同的软件之间却无法访问。这种机制在过去几十年都能够很好地解决我们的数字化的问题，直到Web 3.0和元宇宙的出现，这两种新的应用形态似乎都在尝试构建一个共享、互操作的数字世界。这要求应用之间需要高度交互能力，然而这种需求和传统的软件构造方法是天生相悖的，传统软件构造方法建立内存隔离的目的就是保护数据和内存中数据的安全，它的一个基本的安全底座就是系统的内存环境会保护程序内所有的数据，因此传统的编程语言和软件构造方法就没有太多专门针对这些数据的保护措施，但是当我们去掉这个内存保护，要求很多匿名的软件在一个内存环境中进行运行的时候，这种安全性怎么保证。虽然Web Assembly和一些容器等沙盒技术提供了一些解决方案，但是沙盒技术本身更多是为虚拟化而设计，它的主要方法也是建立模拟操作系统的内存保护机制。</p><p>因此，本质上针对这种新的需求，我们要重新思考软件构造方法本身。而要开发一种新的思路，我们就必须要很好地理解现有各种技术的原理及其问题，这里涉及的技术点比如编译器的寻址计算，内存机制，沙盒技术，USD/LLVM/MLIR等一些具有互操作和模块化能力的技术思想，虚拟机的作用，区块链中互操作性架构的一些思想。</p><p>除了外在的需求和驱动，现有的软件构造方法在 <strong>内在层面</strong> 也存在很多问题。一个现实的问题是编程仍然是一份门槛非常高的工作，全世界会编程的人不足0.5%，所以说我们今天的数字化的程度是远远不够的，因为剩下那么多群体能带来多少可能性是不可估量的。尽管现在有大模型这种提升编程效率的技术和方法，但是在软件构造方法本身没有变得更简单之前，也很难解决实质性的问题。</p><p>软件开发是由人去表达人类理解的逻辑流程，然而现代大部分编程语言的核心抽象都还是面向硬件和编译器的，我不是说编程语言一定要是自然语言，但是传统的编程语言中有很多的概念和规则都是面向计算机的。</p><p>首先，比如程序的数据管理是非常复杂的，你必须要定义数据被存放在哪里，怎么初始化，什么时候删除，当你需要执行某个具体逻辑的时候，往往需要搜集各种上下文以计算条件，这些数据充斥在各种结构各种对象中使用各种不同的方法进行封装。我们编程很多时间就是在组织这种数据，决定他们被怎样构造、初始化和存放才能使得获取它们变得更简单而灵活，而且这种结构也复杂往往越混乱，因为这些数据还对应着复杂的运行时状态，这样逻辑的执行就不光取决于数据，该取决于执行时它们的状态，这样你就不得不很好地维护它们正确的状态。</p><p>当一个程序员在思路TA代码中的逻辑跟TA思考现实生活中的某个事情时思路是完全不一样的，在现实中我们往往很少关注一个东西的位置我要把它放在哪里，我去访问的时候它们的组合状态对不对等，现实生活中的一切似乎都是那么自然，我们的精力都在关注事情的逻辑本身。</p><p>其次，程序的结构组织也是非常复杂的，我们人思路现实世界中的问题通常是线性的，先做什么再做什么，我们往往任意用流程图把它画出来，人与人之间的交流也非常简单。程序的流程则通常很难可视化，因为它的表达不是线性的，整个流程有点像一个深度优先的遍历算法，对于每一个开始的节点，它必须进入每个函数的调用链，直到所有的子函数调用都结束才会返回来执行下一步。就像我们人想事情是先把总体流程步骤想好，再去解决具体一个个细节问题，计算机程序是每做一件事情都需要把它的细节全部做完，然后开始下一件事情。你可以说每个函数内部在不去看系函数的时候也是线性的流程，但是你很难进行可视化，因为这些函数内部的细节，它们没有一些规范，函数的输入输出参数定义也不一样。更要命的是，你无法很轻易地对流程进行调试，比如想跳过、新增或者调整某些流程，这可能需要去修改源代码，而源代码通常不是注释那么简单，因为有些流程可能产生关联数据导致后面的流程根本就无法执行。</p><p>我把这个问题称为程序结构的问题，可见我们仍然无法用比较符合直觉的方法去构建逻辑流程。</p><p>所以我认为，编程这个事情的门槛，其实很大程度上并不是来源于编程语言本身，而是在与程序的结构组织和数据管理。这两个层面其实都是和编译器和硬件有关，正是因为编译器需要按照这样的方式编译为硬件可以执行的程序，所以编程语言才是这么设计。</p><p><strong>结合上述外在和内在的问题，Reality World的目标就是，通过深入分析程序构建和执行的整个过程，能不能设计出一种新的方法流程可以同时解决这两个问题。这就是我们这次技术分享会的重点内容</strong>。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="面向的受众群体是谁">面向的受众群体是谁？<a href="#面向的受众群体是谁" class="hash-link" aria-label="面向的受众群体是谁？的直接链接" title="面向的受众群体是谁？的直接链接">​</a></h2><p>本次活动主要面向两类人群：</p><ul><li>希望深入了解相关技术的开发人员</li><li>希望通过深入了解一些技术的思路来更好地理解一些新的技术概念的非技术人员</li></ul><p>对于技术人员，如果你关注以下技术，你可以来听听我的理解：</p><ul><li>游戏引擎架构</li><li>ECS/DOTS</li><li>USD</li><li>LLVM/MLIR</li><li>Rust</li><li>Web Assembly</li><li>编译、解释、链接过程</li><li>面向对象</li><li>函数式编程</li><li>LLM应用</li><li>元宇宙及互操作性</li><li>开放世界和复杂系统架构</li></ul><p>对于非技术人员，可以帮助你更好的理解以下技术概念：</p><ul><li>元宇宙</li><li>大模型应用架构</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源的目的是什么">开源的目的是什么？<a href="#开源的目的是什么" class="hash-link" aria-label="开源的目的是什么？的直接链接" title="开源的目的是什么？的直接链接">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="License的直接链接" title="License的直接链接">​</a></h3><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源什么">开源什么？<a href="#开源什么" class="hash-link" aria-label="开源什么？的直接链接" title="开源什么？的直接链接">​</a></h2><p>基本上，Reality World相关的所有一切都会开源，包括：</p><ul><li>核心代码</li><li>整理手稿：大概20多万字我整整一年记录的一些思考、参考信息和资料</li><li>架构文档：重新整理的系统性的技术文档，大概10多万字</li><li>白皮书</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源信息">开源信息<a href="#开源信息" class="hash-link" aria-label="开源信息的直接链接" title="开源信息的直接链接">​</a></h3><p>活动结束后将会上传代码，仓库地址：</p><p><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer">https://github.com/Cogine/RealityWorld</a></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源社区群">开源社区群<a href="#开源社区群" class="hash-link" aria-label="开源社区群的直接链接" title="开源社区群的直接链接">​</a></h3><p>由于人数问题以及广告太多，请先加我微信再社区群：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="活动信息">活动信息<a href="#活动信息" class="hash-link" aria-label="活动信息的直接链接" title="活动信息的直接链接">​</a></h2><p><strong>时间</strong>：2023.10.22</p><p><strong>地点：</strong>上海市长宁区长宁路1189号  长宁来福士办公楼T2座26楼 亚马逊演播厅</p><table><thead><tr><th align="left">时间</th><th>内容</th></tr></thead><tbody><tr><td align="left">13: 20</td><td>签到</td></tr><tr><td align="left">14: 00</td><td>技术分享</td></tr><tr><td align="left">17: 00</td><td>开放讨论</td></tr><tr><td align="left">18: 00</td><td>活动结束</td></tr></tbody></table><h2 class="anchor anchorWithStickyNavbar_LWe7" id="联系我">联系我<a href="#联系我" class="hash-link" aria-label="联系我的直接链接" title="联系我的直接链接">​</a></h2><p>分享者：秦春林</p><p>Reality World 创始人，前华为河图核心成员，<a href="https://github.com/ElvisQin/thegibook" target="_blank" rel="noopener noreferrer">《全局光照技术》</a>《我所理解的Cocos2d-x》作者。</p><p>自去年从华为离职独自创业探索一年半，致力于思考和探索能够为用户体验和生活带来全新价值的软件构造方法，现将这一年的探索毫无保留开源给社区，我将用3个小时非常系统、全面地分享我所有的思考和技术理解。</p><p>欢迎各位朋友与我交流和讨论，我的微信：ARealityWorld。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="官网地址">官网地址<a href="#官网地址" class="hash-link" aria-label="官网地址的直接链接" title="官网地址的直接链接">​</a></h2><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">https://realityworld.com/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="报名地址">报名地址<a href="#报名地址" class="hash-link" aria-label="报名地址的直接链接" title="报名地址的直接链接">​</a></h2><p><a href="https://9371398676573.huodongxing.com/event/1723877940100" target="_blank" rel="noopener noreferrer">https://9371398676573.huodongxing.com/event/1723877940100</a></p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a 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data-tags="default,docs-community-current,docs-default-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container margin-vert--lg"><div class="row"><aside class="col col--3"><nav class="sidebar_re4s thin-scrollbar" aria-label="最近博文导航"><div class="sidebarItemTitle_pO2u margin-bottom--md">Recent posts</div><ul class="sidebarItemList_Yudw clean-list"><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/the-evolution-of-ECS">The Evolution of ECS</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>1 篇博文 含有标签「Open source」</h1><a href="/zh/blog/tags">查看所有标签</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="呃，这又是一个创业公司营销的噱头和方式吗？"><link itemprop="image" href="https://realityworld.com/zh/img/blog/open-source-conference.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/zh/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-09T00:00:00.000Z" itemprop="datePublished">2023年10月9日</time> · <!-- -->阅读需 28 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><strong>呃，这又是一个创业公司营销的噱头和方式吗？</strong></p><p><strong>又去看他们宣传产品不讲技术吗？</strong></p><p><strong>你直接开源不就得了，还搞什么线下活动？</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="先回答问题">先回答问题<a href="#先回答问题" class="hash-link" aria-label="先回答问题的直接链接" title="先回答问题的直接链接">​</a></h2><p>关于第一个问题，<a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>已经慎重决定由创业项目转为纯开源项目，也就是说它后面将不会有一个创业公司实体来运营，它会真正依靠社区及其组织进行发展，就像Bevy等开源项目，当然我肯定也会持续在这个项目进行迭代开发。这也意味着它不再有商业利益，任意公司或个人都可以使用或者基于它进行修改或扩展。</p><p><strong>之所以这样的选择，很大一个原因是，我觉得这几年技术、环境和产品形态的变化和发展都很快，各种概念弥漫着整个世界，我认识和交流过很多投资人、创业者、开发者以及行业很多不太懂技术的各种角色，即使最聪明的人，往往也很难在一些关于技术的理解上达成共识，而且国内的整个环境普遍还是更关注上层的应用，而硅谷的很多产品创新更多是源于对技术的深刻理解。所以我觉得站在这个历史阶段，我们最重要的是要有一些关于技术的基础讨论形成共识，要有一些具体而系统的实践而不是停留在臆想，然后要将这样的基础共识开放为公共资源，形成一些坚强的共识底座，然后有了更清晰的技术理解，上层的创新才会真正的繁荣。Reality World 现在的使命就是尝试去成为其中的一股开放力量，它首先提出自己对技术和未来的系统理解，然后基于这些理解构建一种可供大家学习和讨论的实践，最后开源出来供大家传播、分享、讨论和发展。</strong></p><p>关于第二个问题，如果有朋友参加过我2018年的全国图形渲染技术巡讲，一个人围绕一个主题讲3～4个小时，在中国这种会议几乎是绝无仅有的，那种系统和深度远不是那种15～45分钟蜻蜓点水一样的感觉，这将是一场非常深刻的技术旅程，我相信每个人可以学到非常非常多的知识和理解，后面我会大概说明会讲什么内容。</p><p>关于第三个问题，这个项目跟其它项目非常不同，简单来说，直接开源出来让大家自己研究代码和文档可能并不好理解，通常我自己有时候也很难用简单的几句话向朋友或投资人说明Reality World是什么。一方面是Reality World太技术，涉及的每一个设计决策都有很多不同层面的考虑；另一方面它涉及的技术面非常广，从程序的组织结构、到编译/解释/链接，到运行时的虚拟机、调度和沙盒，以及还涉及到怎样用这些技术去解决比如元宇宙应用的一些需求等等；最后它的目标也不是一个简单的应用或者一个框架，它是介于框架和编程语言之间的一种用于构建应用的软件构造方法，但它本身也不是一种编程语言。</p><p><strong>所以，这么多复杂的事情耦合在一起，我必须用语音和视频的方式才能更清晰的表达它，才能让大家更好地理解这个项目的目的，不然开源一个大家都看不懂或者连看懂目的都很复杂的项目有什么意义呢？但好消息是，如果你听我一次系统的讲解，它其实理解起来非常简单，但这种简单它不能用简单的文字表达，否则你可能要花费远远大于3个小时的时间才能更清晰的理解这个项目的逻辑和目的。</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world是什么">Reality World是什么？<a href="#reality-world是什么" class="hash-link" aria-label="Reality World是什么？的直接链接" title="Reality World是什么？的直接链接">​</a></h2><p>尽管这个问题回答起来很困难，但我还是必须要尝试用简单的几句话解释它，否则都不知道它是何物，我为什么要去关注这个项目和参加这次活动呢？</p><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>是一个面向具有<strong>“未来特征”</strong>应用的开发框架和运行时，开发框架是指它是一个用于构建应用的工具，就像你用游戏引擎可以构建游戏程序，只不过现在它还不支持图形和UI显示，但是在将来它应该可以比较简单地集成一些渲染引擎或者UI框架，毕竟这部分的内容和工作流程大部分是比较成熟的，也可以很容易地把它嵌入到已有的游戏或者应用中，用于提供一些额外的功能。</p><p>所谓<strong>未来特征</strong>，我们主要指三个层面，后面会有更多讨论：</p><ul><li><strong>互操作性</strong></li><li><strong>相互协作</strong></li><li><strong>去中心化</strong></li></ul><p>实际上，这三个特性正对应着元宇宙（互操作性），大模型应用（多智能体协作）以及Web 3.0（去中心化）。尽管这三者之间的概念以及技术需求都是很模糊的，我们则尝试在这三者之间寻找一种统一的计算架构和软件构造方法。所以这就是Reality World技术上的复杂性，也就是为什么我们思考的是面向未来5~10年的应用的形态。</p><p>Reality World整个体系分为三个部分：</p><ul><li><strong>Cogine：</strong>是整个应用构建方法的底座和运行时，它定义这种应用的表述格式，以及对这种格式的动态解释和运行时的其它功能。该词的前缀 <em>co-</em> 取自<strong>Co</strong>mplexity system，或者<strong>Co</strong>gnitive computing，或者<strong>Co</strong>nversational computing，这些术语都是Cogine背后的一些技术思想；后缀 <em>-gine</em> 来自于En<strong>gine</strong>。所以可以称之为复杂引擎，认知计算引擎或者对话式计算引擎，其中复杂系统相关的一些理论是它重要的一些设计原则和目标。</li><li><strong>Reality Create：</strong>是这种应用的编辑器。</li><li><strong>Reality World：</strong>是这种应用的一个模拟器，任意一个基于Cogine定义的格式构建的应用程序包，都可以被它直接动态加载和运行。当然作为一个面向用户的应用程序，它还有其它一些功能，比如程序的安全授权管理，多程序的分组以及用户与程序的交互界面等等功能。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="讲什么">讲什么？<a href="#讲什么" class="hash-link" aria-label="讲什么？的直接链接" title="讲什么？的直接链接">​</a></h2><p>基本上，会分享所有关于Reality World的一切，包括它的为什么这么思考，具体的架构设计，以及一个具体的代码实现和Demo演示等。</p><p>计算机和数字化发展这么多年，我们已经积累了非常多的知识、理论和方法，从编程语言、软件工程到各种架构设计模式，而且几乎任何一种新的特别是偏底层的架构设计，往往都面临着跟其它很多模块的交互和协作，所以与单纯了解一种方法本身的知识相比，其背后的逻辑和设计思想有时候更为重要。</p><p>大体上，3~4个小时的演讲分为两个部分：</p><ul><li>约有40%的内容讨论为什么要这么设计</li><li>其它60%则介绍具有的架构设计及代码</li></ul><p>Reality World的目标，是要构建一种新的程序组织和构造的方法，所以最基础的问题就是为什么要构建一种新的方法？我们已经有非常成熟的各种体系，在传统的流程中，比如要构建一个应用程序，首先基本的各种编程语言如C++、Rust、Python、Javascript、C#、Go等基本上解决了大部分的逻辑组织和表达的问题，剩下的主要就是在显示层又会有不同的选择，比如要想实现3D的图形界面，至少得选择一个游戏引擎或者其它具有3D渲染能力的组件或者框架，2D的界面则有更多各式各样的选择，比如iOS和Android都有原生的UI交互框架，也有其它一些如React、Flutter等跨平台或者基于Web的各种框架。</p><p>因此这个其实是Reality World最核心要回答的问题。为什么要设计一种新的方法，我们将主要从两个层面来回答：</p><ul><li>外在层面</li><li>内在层面</li></ul><p><strong>外在层面</strong> 是指在编程语言和传统软件构造方法之外的需求，这部分也是更多对应40%的内容中为什么要这么设计的问题。过去几十年来应用构造的体系基本上都是围绕构建一个单一的程序体被隔离在单一的内存中运行的，在这种背景下，软件之间的功能通常都是相互隔离的，甚至即使是属于同一个用户不同应用之间的数据，虽然看起来都是同一个用户的数据，但是不同的软件之间却无法访问。这种机制在过去几十年都能够很好地解决我们的数字化的问题，直到Web 3.0和元宇宙的出现，这两种新的应用形态似乎都在尝试构建一个共享、互操作的数字世界。这要求应用之间需要高度交互能力，然而这种需求和传统的软件构造方法是天生相悖的，传统软件构造方法建立内存隔离的目的就是保护数据和内存中数据的安全，它的一个基本的安全底座就是系统的内存环境会保护程序内所有的数据，因此传统的编程语言和软件构造方法就没有太多专门针对这些数据的保护措施，但是当我们去掉这个内存保护，要求很多匿名的软件在一个内存环境中进行运行的时候，这种安全性怎么保证。虽然Web Assembly和一些容器等沙盒技术提供了一些解决方案，但是沙盒技术本身更多是为虚拟化而设计，它的主要方法也是建立模拟操作系统的内存保护机制。</p><p>因此，本质上针对这种新的需求，我们要重新思考软件构造方法本身。而要开发一种新的思路，我们就必须要很好地理解现有各种技术的原理及其问题，这里涉及的技术点比如编译器的寻址计算，内存机制，沙盒技术，USD/LLVM/MLIR等一些具有互操作和模块化能力的技术思想，虚拟机的作用，区块链中互操作性架构的一些思想。</p><p>除了外在的需求和驱动，现有的软件构造方法在 <strong>内在层面</strong> 也存在很多问题。一个现实的问题是编程仍然是一份门槛非常高的工作，全世界会编程的人不足0.5%，所以说我们今天的数字化的程度是远远不够的，因为剩下那么多群体能带来多少可能性是不可估量的。尽管现在有大模型这种提升编程效率的技术和方法，但是在软件构造方法本身没有变得更简单之前，也很难解决实质性的问题。</p><p>软件开发是由人去表达人类理解的逻辑流程，然而现代大部分编程语言的核心抽象都还是面向硬件和编译器的，我不是说编程语言一定要是自然语言，但是传统的编程语言中有很多的概念和规则都是面向计算机的。</p><p>首先，比如程序的数据管理是非常复杂的，你必须要定义数据被存放在哪里，怎么初始化，什么时候删除，当你需要执行某个具体逻辑的时候，往往需要搜集各种上下文以计算条件，这些数据充斥在各种结构各种对象中使用各种不同的方法进行封装。我们编程很多时间就是在组织这种数据，决定他们被怎样构造、初始化和存放才能使得获取它们变得更简单而灵活，而且这种结构也复杂往往越混乱，因为这些数据还对应着复杂的运行时状态，这样逻辑的执行就不光取决于数据，该取决于执行时它们的状态，这样你就不得不很好地维护它们正确的状态。</p><p>当一个程序员在思路TA代码中的逻辑跟TA思考现实生活中的某个事情时思路是完全不一样的，在现实中我们往往很少关注一个东西的位置我要把它放在哪里，我去访问的时候它们的组合状态对不对等，现实生活中的一切似乎都是那么自然，我们的精力都在关注事情的逻辑本身。</p><p>其次，程序的结构组织也是非常复杂的，我们人思路现实世界中的问题通常是线性的，先做什么再做什么，我们往往任意用流程图把它画出来，人与人之间的交流也非常简单。程序的流程则通常很难可视化，因为它的表达不是线性的，整个流程有点像一个深度优先的遍历算法，对于每一个开始的节点，它必须进入每个函数的调用链，直到所有的子函数调用都结束才会返回来执行下一步。就像我们人想事情是先把总体流程步骤想好，再去解决具体一个个细节问题，计算机程序是每做一件事情都需要把它的细节全部做完，然后开始下一件事情。你可以说每个函数内部在不去看系函数的时候也是线性的流程，但是你很难进行可视化，因为这些函数内部的细节，它们没有一些规范，函数的输入输出参数定义也不一样。更要命的是，你无法很轻易地对流程进行调试，比如想跳过、新增或者调整某些流程，这可能需要去修改源代码，而源代码通常不是注释那么简单，因为有些流程可能产生关联数据导致后面的流程根本就无法执行。</p><p>我把这个问题称为程序结构的问题，可见我们仍然无法用比较符合直觉的方法去构建逻辑流程。</p><p>所以我认为，编程这个事情的门槛，其实很大程度上并不是来源于编程语言本身，而是在与程序的结构组织和数据管理。这两个层面其实都是和编译器和硬件有关，正是因为编译器需要按照这样的方式编译为硬件可以执行的程序，所以编程语言才是这么设计。</p><p><strong>结合上述外在和内在的问题，Reality World的目标就是，通过深入分析程序构建和执行的整个过程，能不能设计出一种新的方法流程可以同时解决这两个问题。这就是我们这次技术分享会的重点内容</strong>。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="面向的受众群体是谁">面向的受众群体是谁？<a href="#面向的受众群体是谁" class="hash-link" aria-label="面向的受众群体是谁？的直接链接" title="面向的受众群体是谁？的直接链接">​</a></h2><p>本次活动主要面向两类人群：</p><ul><li>希望深入了解相关技术的开发人员</li><li>希望通过深入了解一些技术的思路来更好地理解一些新的技术概念的非技术人员</li></ul><p>对于技术人员，如果你关注以下技术，你可以来听听我的理解：</p><ul><li>游戏引擎架构</li><li>ECS/DOTS</li><li>USD</li><li>LLVM/MLIR</li><li>Rust</li><li>Web Assembly</li><li>编译、解释、链接过程</li><li>面向对象</li><li>函数式编程</li><li>LLM应用</li><li>元宇宙及互操作性</li><li>开放世界和复杂系统架构</li></ul><p>对于非技术人员，可以帮助你更好的理解以下技术概念：</p><ul><li>元宇宙</li><li>大模型应用架构</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源的目的是什么">开源的目的是什么？<a href="#开源的目的是什么" class="hash-link" aria-label="开源的目的是什么？的直接链接" title="开源的目的是什么？的直接链接">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="License的直接链接" title="License的直接链接">​</a></h3><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源什么">开源什么？<a href="#开源什么" class="hash-link" aria-label="开源什么？的直接链接" title="开源什么？的直接链接">​</a></h2><p>基本上，Reality World相关的所有一切都会开源，包括：</p><ul><li>核心代码</li><li>整理手稿：大概20多万字我整整一年记录的一些思考、参考信息和资料</li><li>架构文档：重新整理的系统性的技术文档，大概10多万字</li><li>白皮书</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源信息">开源信息<a href="#开源信息" class="hash-link" aria-label="开源信息的直接链接" title="开源信息的直接链接">​</a></h3><p>活动结束后将会上传代码，仓库地址：</p><p><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer">https://github.com/Cogine/RealityWorld</a></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源社区群">开源社区群<a href="#开源社区群" class="hash-link" aria-label="开源社区群的直接链接" title="开源社区群的直接链接">​</a></h3><p>由于人数问题以及广告太多，请先加我微信再社区群：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="活动信息">活动信息<a href="#活动信息" class="hash-link" aria-label="活动信息的直接链接" title="活动信息的直接链接">​</a></h2><p><strong>时间</strong>：2023.10.22</p><p><strong>地点：</strong>上海市长宁区长宁路1189号  长宁来福士办公楼T2座26楼 亚马逊演播厅</p><table><thead><tr><th align="left">时间</th><th>内容</th></tr></thead><tbody><tr><td align="left">13: 20</td><td>签到</td></tr><tr><td align="left">14: 00</td><td>技术分享</td></tr><tr><td align="left">17: 00</td><td>开放讨论</td></tr><tr><td align="left">18: 00</td><td>活动结束</td></tr></tbody></table><h2 class="anchor anchorWithStickyNavbar_LWe7" id="联系我">联系我<a href="#联系我" class="hash-link" aria-label="联系我的直接链接" title="联系我的直接链接">​</a></h2><p>分享者：秦春林</p><p>Reality World 创始人，前华为河图核心成员，<a href="https://github.com/ElvisQin/thegibook" target="_blank" rel="noopener noreferrer">《全局光照技术》</a>《我所理解的Cocos2d-x》作者。</p><p>自去年从华为离职独自创业探索一年半，致力于思考和探索能够为用户体验和生活带来全新价值的软件构造方法，现将这一年的探索毫无保留开源给社区，我将用3个小时非常系统、全面地分享我所有的思考和技术理解。</p><p>欢迎各位朋友与我交流和讨论，我的微信：ARealityWorld。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="官网地址">官网地址<a href="#官网地址" class="hash-link" aria-label="官网地址的直接链接" title="官网地址的直接链接">​</a></h2><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">https://realityworld.com/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="报名地址">报名地址<a href="#报名地址" class="hash-link" aria-label="报名地址的直接链接" title="报名地址的直接链接">​</a></h2><p><a href="https://9371398676573.huodongxing.com/event/1723877940100" target="_blank" rel="noopener noreferrer">https://9371398676573.huodongxing.com/event/1723877940100</a></p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a 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class="sidebarItemLink_mo7H" href="/zh/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>4 篇博文 含有标签「Reality World」</h1><a href="/zh/blog/tags">查看所有标签</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><link itemprop="image" href="https://realityworld.com/zh/img/blog/open-source-conference.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/zh/blog/the-evolution-of-ECS">The Evolution of ECS</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-10T00:00:00.000Z" itemprop="datePublished">2023年10月10日</time> · <!-- -->阅读需 0 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"></div><footer class="row docusaurus-mt-lg"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="呃，这又是一个创业公司营销的噱头和方式吗？"><link itemprop="image" href="https://realityworld.com/zh/img/blog/open-source-conference.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/zh/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-09T00:00:00.000Z" itemprop="datePublished">2023年10月9日</time> · <!-- -->阅读需 28 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><strong>呃，这又是一个创业公司营销的噱头和方式吗？</strong></p><p><strong>又去看他们宣传产品不讲技术吗？</strong></p><p><strong>你直接开源不就得了，还搞什么线下活动？</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="先回答问题">先回答问题<a href="#先回答问题" class="hash-link" aria-label="先回答问题的直接链接" title="先回答问题的直接链接">​</a></h2><p>关于第一个问题，<a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>已经慎重决定由创业项目转为纯开源项目，也就是说它后面将不会有一个创业公司实体来运营，它会真正依靠社区及其组织进行发展，就像Bevy等开源项目，当然我肯定也会持续在这个项目进行迭代开发。这也意味着它不再有商业利益，任意公司或个人都可以使用或者基于它进行修改或扩展。</p><p><strong>之所以这样的选择，很大一个原因是，我觉得这几年技术、环境和产品形态的变化和发展都很快，各种概念弥漫着整个世界，我认识和交流过很多投资人、创业者、开发者以及行业很多不太懂技术的各种角色，即使最聪明的人，往往也很难在一些关于技术的理解上达成共识，而且国内的整个环境普遍还是更关注上层的应用，而硅谷的很多产品创新更多是源于对技术的深刻理解。所以我觉得站在这个历史阶段，我们最重要的是要有一些关于技术的基础讨论形成共识，要有一些具体而系统的实践而不是停留在臆想，然后要将这样的基础共识开放为公共资源，形成一些坚强的共识底座，然后有了更清晰的技术理解，上层的创新才会真正的繁荣。Reality World 现在的使命就是尝试去成为其中的一股开放力量，它首先提出自己对技术和未来的系统理解，然后基于这些理解构建一种可供大家学习和讨论的实践，最后开源出来供大家传播、分享、讨论和发展。</strong></p><p>关于第二个问题，如果有朋友参加过我2018年的全国图形渲染技术巡讲，一个人围绕一个主题讲3～4个小时，在中国这种会议几乎是绝无仅有的，那种系统和深度远不是那种15～45分钟蜻蜓点水一样的感觉，这将是一场非常深刻的技术旅程，我相信每个人可以学到非常非常多的知识和理解，后面我会大概说明会讲什么内容。</p><p>关于第三个问题，这个项目跟其它项目非常不同，简单来说，直接开源出来让大家自己研究代码和文档可能并不好理解，通常我自己有时候也很难用简单的几句话向朋友或投资人说明Reality World是什么。一方面是Reality World太技术，涉及的每一个设计决策都有很多不同层面的考虑；另一方面它涉及的技术面非常广，从程序的组织结构、到编译/解释/链接，到运行时的虚拟机、调度和沙盒，以及还涉及到怎样用这些技术去解决比如元宇宙应用的一些需求等等；最后它的目标也不是一个简单的应用或者一个框架，它是介于框架和编程语言之间的一种用于构建应用的软件构造方法，但它本身也不是一种编程语言。</p><p><strong>所以，这么多复杂的事情耦合在一起，我必须用语音和视频的方式才能更清晰的表达它，才能让大家更好地理解这个项目的目的，不然开源一个大家都看不懂或者连看懂目的都很复杂的项目有什么意义呢？但好消息是，如果你听我一次系统的讲解，它其实理解起来非常简单，但这种简单它不能用简单的文字表达，否则你可能要花费远远大于3个小时的时间才能更清晰的理解这个项目的逻辑和目的。</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world是什么">Reality World是什么？<a href="#reality-world是什么" class="hash-link" aria-label="Reality World是什么？的直接链接" title="Reality World是什么？的直接链接">​</a></h2><p>尽管这个问题回答起来很困难，但我还是必须要尝试用简单的几句话解释它，否则都不知道它是何物，我为什么要去关注这个项目和参加这次活动呢？</p><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>是一个面向具有<strong>“未来特征”</strong>应用的开发框架和运行时，开发框架是指它是一个用于构建应用的工具，就像你用游戏引擎可以构建游戏程序，只不过现在它还不支持图形和UI显示，但是在将来它应该可以比较简单地集成一些渲染引擎或者UI框架，毕竟这部分的内容和工作流程大部分是比较成熟的，也可以很容易地把它嵌入到已有的游戏或者应用中，用于提供一些额外的功能。</p><p>所谓<strong>未来特征</strong>，我们主要指三个层面，后面会有更多讨论：</p><ul><li><strong>互操作性</strong></li><li><strong>相互协作</strong></li><li><strong>去中心化</strong></li></ul><p>实际上，这三个特性正对应着元宇宙（互操作性），大模型应用（多智能体协作）以及Web 3.0（去中心化）。尽管这三者之间的概念以及技术需求都是很模糊的，我们则尝试在这三者之间寻找一种统一的计算架构和软件构造方法。所以这就是Reality World技术上的复杂性，也就是为什么我们思考的是面向未来5~10年的应用的形态。</p><p>Reality World整个体系分为三个部分：</p><ul><li><strong>Cogine：</strong>是整个应用构建方法的底座和运行时，它定义这种应用的表述格式，以及对这种格式的动态解释和运行时的其它功能。该词的前缀 <em>co-</em> 取自<strong>Co</strong>mplexity system，或者<strong>Co</strong>gnitive computing，或者<strong>Co</strong>nversational computing，这些术语都是Cogine背后的一些技术思想；后缀 <em>-gine</em> 来自于En<strong>gine</strong>。所以可以称之为复杂引擎，认知计算引擎或者对话式计算引擎，其中复杂系统相关的一些理论是它重要的一些设计原则和目标。</li><li><strong>Reality Create：</strong>是这种应用的编辑器。</li><li><strong>Reality World：</strong>是这种应用的一个模拟器，任意一个基于Cogine定义的格式构建的应用程序包，都可以被它直接动态加载和运行。当然作为一个面向用户的应用程序，它还有其它一些功能，比如程序的安全授权管理，多程序的分组以及用户与程序的交互界面等等功能。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="讲什么">讲什么？<a href="#讲什么" class="hash-link" aria-label="讲什么？的直接链接" title="讲什么？的直接链接">​</a></h2><p>基本上，会分享所有关于Reality World的一切，包括它的为什么这么思考，具体的架构设计，以及一个具体的代码实现和Demo演示等。</p><p>计算机和数字化发展这么多年，我们已经积累了非常多的知识、理论和方法，从编程语言、软件工程到各种架构设计模式，而且几乎任何一种新的特别是偏底层的架构设计，往往都面临着跟其它很多模块的交互和协作，所以与单纯了解一种方法本身的知识相比，其背后的逻辑和设计思想有时候更为重要。</p><p>大体上，3~4个小时的演讲分为两个部分：</p><ul><li>约有40%的内容讨论为什么要这么设计</li><li>其它60%则介绍具有的架构设计及代码</li></ul><p>Reality World的目标，是要构建一种新的程序组织和构造的方法，所以最基础的问题就是为什么要构建一种新的方法？我们已经有非常成熟的各种体系，在传统的流程中，比如要构建一个应用程序，首先基本的各种编程语言如C++、Rust、Python、Javascript、C#、Go等基本上解决了大部分的逻辑组织和表达的问题，剩下的主要就是在显示层又会有不同的选择，比如要想实现3D的图形界面，至少得选择一个游戏引擎或者其它具有3D渲染能力的组件或者框架，2D的界面则有更多各式各样的选择，比如iOS和Android都有原生的UI交互框架，也有其它一些如React、Flutter等跨平台或者基于Web的各种框架。</p><p>因此这个其实是Reality World最核心要回答的问题。为什么要设计一种新的方法，我们将主要从两个层面来回答：</p><ul><li>外在层面</li><li>内在层面</li></ul><p><strong>外在层面</strong> 是指在编程语言和传统软件构造方法之外的需求，这部分也是更多对应40%的内容中为什么要这么设计的问题。过去几十年来应用构造的体系基本上都是围绕构建一个单一的程序体被隔离在单一的内存中运行的，在这种背景下，软件之间的功能通常都是相互隔离的，甚至即使是属于同一个用户不同应用之间的数据，虽然看起来都是同一个用户的数据，但是不同的软件之间却无法访问。这种机制在过去几十年都能够很好地解决我们的数字化的问题，直到Web 3.0和元宇宙的出现，这两种新的应用形态似乎都在尝试构建一个共享、互操作的数字世界。这要求应用之间需要高度交互能力，然而这种需求和传统的软件构造方法是天生相悖的，传统软件构造方法建立内存隔离的目的就是保护数据和内存中数据的安全，它的一个基本的安全底座就是系统的内存环境会保护程序内所有的数据，因此传统的编程语言和软件构造方法就没有太多专门针对这些数据的保护措施，但是当我们去掉这个内存保护，要求很多匿名的软件在一个内存环境中进行运行的时候，这种安全性怎么保证。虽然Web Assembly和一些容器等沙盒技术提供了一些解决方案，但是沙盒技术本身更多是为虚拟化而设计，它的主要方法也是建立模拟操作系统的内存保护机制。</p><p>因此，本质上针对这种新的需求，我们要重新思考软件构造方法本身。而要开发一种新的思路，我们就必须要很好地理解现有各种技术的原理及其问题，这里涉及的技术点比如编译器的寻址计算，内存机制，沙盒技术，USD/LLVM/MLIR等一些具有互操作和模块化能力的技术思想，虚拟机的作用，区块链中互操作性架构的一些思想。</p><p>除了外在的需求和驱动，现有的软件构造方法在 <strong>内在层面</strong> 也存在很多问题。一个现实的问题是编程仍然是一份门槛非常高的工作，全世界会编程的人不足0.5%，所以说我们今天的数字化的程度是远远不够的，因为剩下那么多群体能带来多少可能性是不可估量的。尽管现在有大模型这种提升编程效率的技术和方法，但是在软件构造方法本身没有变得更简单之前，也很难解决实质性的问题。</p><p>软件开发是由人去表达人类理解的逻辑流程，然而现代大部分编程语言的核心抽象都还是面向硬件和编译器的，我不是说编程语言一定要是自然语言，但是传统的编程语言中有很多的概念和规则都是面向计算机的。</p><p>首先，比如程序的数据管理是非常复杂的，你必须要定义数据被存放在哪里，怎么初始化，什么时候删除，当你需要执行某个具体逻辑的时候，往往需要搜集各种上下文以计算条件，这些数据充斥在各种结构各种对象中使用各种不同的方法进行封装。我们编程很多时间就是在组织这种数据，决定他们被怎样构造、初始化和存放才能使得获取它们变得更简单而灵活，而且这种结构也复杂往往越混乱，因为这些数据还对应着复杂的运行时状态，这样逻辑的执行就不光取决于数据，该取决于执行时它们的状态，这样你就不得不很好地维护它们正确的状态。</p><p>当一个程序员在思路TA代码中的逻辑跟TA思考现实生活中的某个事情时思路是完全不一样的，在现实中我们往往很少关注一个东西的位置我要把它放在哪里，我去访问的时候它们的组合状态对不对等，现实生活中的一切似乎都是那么自然，我们的精力都在关注事情的逻辑本身。</p><p>其次，程序的结构组织也是非常复杂的，我们人思路现实世界中的问题通常是线性的，先做什么再做什么，我们往往任意用流程图把它画出来，人与人之间的交流也非常简单。程序的流程则通常很难可视化，因为它的表达不是线性的，整个流程有点像一个深度优先的遍历算法，对于每一个开始的节点，它必须进入每个函数的调用链，直到所有的子函数调用都结束才会返回来执行下一步。就像我们人想事情是先把总体流程步骤想好，再去解决具体一个个细节问题，计算机程序是每做一件事情都需要把它的细节全部做完，然后开始下一件事情。你可以说每个函数内部在不去看系函数的时候也是线性的流程，但是你很难进行可视化，因为这些函数内部的细节，它们没有一些规范，函数的输入输出参数定义也不一样。更要命的是，你无法很轻易地对流程进行调试，比如想跳过、新增或者调整某些流程，这可能需要去修改源代码，而源代码通常不是注释那么简单，因为有些流程可能产生关联数据导致后面的流程根本就无法执行。</p><p>我把这个问题称为程序结构的问题，可见我们仍然无法用比较符合直觉的方法去构建逻辑流程。</p><p>所以我认为，编程这个事情的门槛，其实很大程度上并不是来源于编程语言本身，而是在与程序的结构组织和数据管理。这两个层面其实都是和编译器和硬件有关，正是因为编译器需要按照这样的方式编译为硬件可以执行的程序，所以编程语言才是这么设计。</p><p><strong>结合上述外在和内在的问题，Reality World的目标就是，通过深入分析程序构建和执行的整个过程，能不能设计出一种新的方法流程可以同时解决这两个问题。这就是我们这次技术分享会的重点内容</strong>。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="面向的受众群体是谁">面向的受众群体是谁？<a href="#面向的受众群体是谁" class="hash-link" aria-label="面向的受众群体是谁？的直接链接" title="面向的受众群体是谁？的直接链接">​</a></h2><p>本次活动主要面向两类人群：</p><ul><li>希望深入了解相关技术的开发人员</li><li>希望通过深入了解一些技术的思路来更好地理解一些新的技术概念的非技术人员</li></ul><p>对于技术人员，如果你关注以下技术，你可以来听听我的理解：</p><ul><li>游戏引擎架构</li><li>ECS/DOTS</li><li>USD</li><li>LLVM/MLIR</li><li>Rust</li><li>Web Assembly</li><li>编译、解释、链接过程</li><li>面向对象</li><li>函数式编程</li><li>LLM应用</li><li>元宇宙及互操作性</li><li>开放世界和复杂系统架构</li></ul><p>对于非技术人员，可以帮助你更好的理解以下技术概念：</p><ul><li>元宇宙</li><li>大模型应用架构</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源的目的是什么">开源的目的是什么？<a href="#开源的目的是什么" class="hash-link" aria-label="开源的目的是什么？的直接链接" title="开源的目的是什么？的直接链接">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="License的直接链接" title="License的直接链接">​</a></h3><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源什么">开源什么？<a href="#开源什么" class="hash-link" aria-label="开源什么？的直接链接" title="开源什么？的直接链接">​</a></h2><p>基本上，Reality World相关的所有一切都会开源，包括：</p><ul><li>核心代码</li><li>整理手稿：大概20多万字我整整一年记录的一些思考、参考信息和资料</li><li>架构文档：重新整理的系统性的技术文档，大概10多万字</li><li>白皮书</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源信息">开源信息<a href="#开源信息" class="hash-link" aria-label="开源信息的直接链接" title="开源信息的直接链接">​</a></h3><p>活动结束后将会上传代码，仓库地址：</p><p><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer">https://github.com/Cogine/RealityWorld</a></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源社区群">开源社区群<a href="#开源社区群" class="hash-link" aria-label="开源社区群的直接链接" title="开源社区群的直接链接">​</a></h3><p>由于人数问题以及广告太多，请先加我微信再社区群：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="活动信息">活动信息<a href="#活动信息" class="hash-link" aria-label="活动信息的直接链接" title="活动信息的直接链接">​</a></h2><p><strong>时间</strong>：2023.10.22</p><p><strong>地点：</strong>上海市长宁区长宁路1189号  长宁来福士办公楼T2座26楼 亚马逊演播厅</p><table><thead><tr><th align="left">时间</th><th>内容</th></tr></thead><tbody><tr><td align="left">13: 20</td><td>签到</td></tr><tr><td align="left">14: 00</td><td>技术分享</td></tr><tr><td align="left">17: 00</td><td>开放讨论</td></tr><tr><td align="left">18: 00</td><td>活动结束</td></tr></tbody></table><h2 class="anchor anchorWithStickyNavbar_LWe7" id="联系我">联系我<a href="#联系我" class="hash-link" aria-label="联系我的直接链接" title="联系我的直接链接">​</a></h2><p>分享者：秦春林</p><p>Reality World 创始人，前华为河图核心成员，<a href="https://github.com/ElvisQin/thegibook" target="_blank" rel="noopener noreferrer">《全局光照技术》</a>《我所理解的Cocos2d-x》作者。</p><p>自去年从华为离职独自创业探索一年半，致力于思考和探索能够为用户体验和生活带来全新价值的软件构造方法，现将这一年的探索毫无保留开源给社区，我将用3个小时非常系统、全面地分享我所有的思考和技术理解。</p><p>欢迎各位朋友与我交流和讨论，我的微信：ARealityWorld。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="官网地址">官网地址<a href="#官网地址" class="hash-link" aria-label="官网地址的直接链接" title="官网地址的直接链接">​</a></h2><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">https://realityworld.com/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="报名地址">报名地址<a href="#报名地址" class="hash-link" aria-label="报名地址的直接链接" title="报名地址的直接链接">​</a></h2><p><a href="https://9371398676573.huodongxing.com/event/1723877940100" target="_blank" rel="noopener noreferrer">https://9371398676573.huodongxing.com/event/1723877940100</a></p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/open-source">Open source</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="Citation"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/zh/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-04T00:00:00.000Z" itemprop="datePublished">2023年10月4日</time> · <!-- -->阅读需 1 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="citation">Citation<a href="#citation" class="hash-link" aria-label="Citation的直接链接" title="Citation的直接链接">​</a></h2><p>Cited as:</p><blockquote><p>Qin, Chunlin. (Oct 2023). Conversational computing: a new programming model empower LLM applications. Reality World. <a href="https://realityworld.com/blog/conversational-computing" target="_blank" rel="noopener noreferrer">https://realityworld.com/blog/conversational-computing</a>.</p></blockquote><p>Or</p><div class="language-latex codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-latex codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">@article{qin2023conversational,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  title   = &quot;Conversational computing: a new programming model empower LLM applications&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  author  = &quot;Qin, Chunlin&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  journal = &quot;Reality World&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  year    = &quot;2023&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  month   = &quot;Oct&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  url     = &quot;https://realityworld.com/blog/conversational-computing&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="references">References<a href="#references" class="hash-link" aria-label="References的直接链接" title="References的直接链接">​</a></h2></div><footer class="row docusaurus-mt-lg"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。"><link itemprop="image" href="https://realityworld.com/zh/img/blog/2.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/zh/blog/thinking">对未来数字世界和软件构造的思考</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">2021年8月26日</time> · <!-- -->阅读需 80 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><img loading="lazy" src="/zh/assets/images/2-ea7a0b77be7f3ea877430d34be6a9c33.jpg" width="3360" height="2100" class="img_ev3q"></p><p>经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。</p><p>可能有一些朋友关注过我这一年一直在折腾的Reality World创业的事情，然而很遗憾的是一直没有分享太多关于它的信息。一来是因为它所涉及的技术有比较多的创新尝试，在还没有真正的技术开发实践之前容易引起比较多的争议；二来是因为去年得到了一些大资本极大的兴趣，因此我想着一鼓作气等拿到投资之后再公布一些信息。当然因为各种原因到现在也还没有谈定投资，所以近几个月我就将全部精力用于开发了。经过几个月的艰苦奋战，今天终于有机会可以给大家分享一些我的想法，以及这一年的探索过程。当然Reality World还处于非常早期和原型的阶段，我预计还会再迭代几个版本到v0.5.0左右才会开始正式公布或者内测，所以这里我也不会涉及太多技术细节，但是我可以分享我们想解决什么问题，以及为什么要解决这些问题，并大概说明一些思路，这样大家应该能够初步了解Reality World是什么，同时我觉得，对这些问题的思考其实是非常有价值的部分。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world不是什么">Reality World不是什么？<a href="#reality-world不是什么" class="hash-link" aria-label="Reality World不是什么？的直接链接" title="Reality World不是什么？的直接链接">​</a></h2><p>由于我过去的工作经验和背景，以及Reality Create也包含的3D支持，在我与投资人或者其他朋友交流的过程中，大家普遍的印象是这是一个新的游戏引擎，所以大家的思路就是你跟Unity，Unreal Engine以及甚至包括国内近几年也有很多游戏引擎创业的一些区别或者说竞争关系，而会忽视我们技术上反而是更加核心和创新的部分，所以这个误区的澄清非常重要：</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-create的核心不是一个游戏引擎">Reality Create的核心不是一个游戏引擎！<a href="#reality-create的核心不是一个游戏引擎" class="hash-link" aria-label="Reality Create的核心不是一个游戏引擎！的直接链接" title="Reality Create的核心不是一个游戏引擎！的直接链接">​</a></h3><p>虽然我本人多年的工作经验和背景都是与游戏引擎和渲染相关，同时现代游戏引擎工业的技术也在不断发展，但是我一直觉得制约用户随心所欲表达内容和逻辑的部分主要还是编程语言及其程序运行的机制，而游戏引擎架构和流程本身虽然也很复杂，但这部分都是相对比较确定的，例如除了编程部分，一些美术甚至策划也是能够比较好的使用引擎的一些相关功能，但是与之相反的是，逻辑的表达和编程通常还是需要专门的程序员。虽然一些特定类型的游戏系统可以通过数据驱动或者配置的形式部分实现非程序员的逻辑组织，但这样的架构还是很难做到通用，显然数字世界还有着非常多的各式各样的需求，这些需求需要一些通用的逻辑表达能力。</p><p>所以Reality World的核心是一套运行时，可以部分理解为一个虚拟机，但是与传统单纯解释源代码的编程语言的虚拟机相比，它包含一些源代码解释翻译之外的功能，例如权限验证、沙盒安全与互操作、分布式内容分发与同步、组件的依赖管理和动态加载等等，因此可以理解为Reality World是一个像区块链类似的分布式系统；同时，即使是在源代码的翻译解释部分，Reality World也有着很多区别于传统动态语言虚拟机解释的流程和架构。</p><p>基于这套运行时环境，我们会构建3D引擎的能力以使用户可以开发3D应用程序，但这部分技术跟传统的游戏引擎使用的技术不会有太大差异，当然因为运行时环境不同，与之相关的3D引擎的架构和流程肯定会有一些变化，所以我预期将来Reality Create的流程应该是可以有一些不同的创新体验的。</p><p>除了3D渲染，Reality Create的计划也可以开发2D应用程序，所以我们是用一种统一的编程语言和运行时环境，来统一3D和传统2D应用程序的开发。所以它确切的定位应该是一个基于分布式的、通用的应用构造和开发平台，而不单纯是一个游戏引擎。</p><p>与之相关的是，</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world当然也不是元宇宙项目">Reality World当然也不是元宇宙项目<a href="#reality-world当然也不是元宇宙项目" class="hash-link" aria-label="Reality World当然也不是元宇宙项目的直接链接" title="Reality World当然也不是元宇宙项目的直接链接">​</a></h3><p>不管怎么定义，至少目前的元宇宙大部分都是偏向于3D，然后期望人们有些更多沉浸式的虚拟生活。这在某种程度上说跟Reality World的理念甚至是相反的，从名字就可以看出，我选择Reality这个词，是希望我们能够引导用户更多关注现实，Reality World的目标是希望通过提供更简化、更具互操作性的一些编程体验，使更多的人能够随心所欲地表达TA对现实世界的理解，并将这些理解转化为可交互的数字的形式，与其他更多人分享，我觉得应用的开发和构造与文字、图片、视频以及其他信息载体一样，最大的价值仍然是表达人类大脑中最深刻的思考、智慧和逻辑。</p><p>实际上，我心里面对Reality World的最精准的描述是：</p><p><strong>A self-evolving interoperable system.</strong></p><p>或者：</p><p><strong>Interoperating with multi-applications in a modular and composable system.</strong></p><p>也许看了后面的一些介绍你能够大概理解上面两句话的含义</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="构建一个互操作的数字世界">构建一个互操作的数字世界<a href="#构建一个互操作的数字世界" class="hash-link" aria-label="构建一个互操作的数字世界的直接链接" title="构建一个互操作的数字世界的直接链接">​</a></h2><p><img loading="lazy" alt="img" src="/zh/assets/images/3-2935ce82c46c3780bb9a6be5605f32ff.jpg" width="3356" height="2096" class="img_ev3q"></p><p>互操作是Reality World最核心的机制</p><p>我印象中，工业界和媒体开始真正讨论互操作性及其相关的一些论据，大部分都来源于Tim Sweeney的那篇演讲：<a href="https://link.zhihu.com/?target=https%3A//dl.acm.org/doi/10.1145/3306307.3339844" target="_blank" rel="noopener noreferrer">https://dl.acm.org/doi/10.1145/3306307.3339844</a></p><p>在某种程度上说，Reality World的目标跟Tim的一些描述和愿景是相似的，但也存在比较大的根本不同，我首先描述跟Tim演讲的一些关系和逻辑，然后再介绍我们的思考，通过这些问题就可以比较自然地理解Reality World的目标以及想解决的问题。</p><p>实际上我第一次看到这篇演讲是在去年7月左右，那个时候我的基本架构的构思已经初步完成，尤其是最核心也是最重要的一步基础已经设计好，当时看到这篇演讲感到很多共鸣，也是对自己的一种很大的激励，毕竟有对技术和行业都有非常经验和影响力的大佬也有类似的思考和行动。但从去年到现在，我们还是沿着我们早先的技术思路，基本上并没有去关注和参考太多Epic的东西，实际上我们从技术方案到目标都是有很多不同。</p><p>在技术层面，Tim认为这样的目标大概可能需要10年才能完成，但Epic会朝着这个目标逐步逼近。Epic的路线大概是几步：首先将一些偏社交或者玩家的非专业游戏开发者转移到《堡垒之夜》中，这部分开发者都在《堡垒之夜》的游戏内部而不是单独使用Unreal Engine去创作，这个模式其实类似Roblox的模式，它也是一种游戏引擎这种商业模式的转型：传统的游戏引擎只是一个单机的生成应用程序的软件，开发者开发的内容由自己去分发和运营，这样游戏引擎仅作为一个工具，它只参与程序的开发，而无法参与分发和运营，因此无法形成生态，所以尽管一些引擎有庞大的开发者数量和群体，但是这种数量并没有很有效的方式可以转化为生态。然而Roblox和《堡垒之夜》是一个分布式系统，你的内容必须分发到这个分布式系统中并由特定的客户端运行时环境来运行，而无法像单独的游戏引擎那样自行分发和运营，这样Roblox和《堡垒之夜》就可以参与整个内容的全部生命周期，这样就形成生态，其他的服务都可以通过这套分布式系统进行提供，而对用户的好处也是简化了内容的分发部署，以及更多便捷的集成服务，例如与其他玩家的互动。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/island-ed77d6189ea90804947341de732b2a5f.png" width="1932" height="1162" class="img_ev3q"></p><p>《堡垒之夜》Creative模式</p><p>为了要使用户在《堡垒之夜》中进行内容开发，就带来了两个问题：一是编程语言的问题，二是互操作性的问题。要在《堡垒之夜》中运行一个第三方开发者未受信任的代码，这是一个非常难的问题，这也涉及到Reality World要解决的第一个核心问题。</p><p>现在整个编程语言以及编译的体系架构，都是基于一个假设，即整个应用程序的所有源代码都被编译为一个单一的应用程序，这也即是编译和构造一个应用程序的主体可以认为是只有一个主体，即开发者，不管你背后是一个大团队或者大公司，最终编译发布应用程序的是一个特定的个人、部门或者组织。这样说有什么意思，这就意味着，整个应用程序的安全性由这个单独的主体负责，你需要解决软件的bug，检查所有可能的安全漏洞等等，保证软件最终运行是可靠的。而对于编程语言来讲，它不对软件的安全做任何假设：理论上，只要你拥有源代码，你就可以几乎访问整个应用程序内存中的数据，所以你必须确保你程序中的所有逻辑行为是正常的。如果所有代码都是由你自己公司的程序员编写的，这当然是天经地义的事情，如果你使用了第三方的开源代码或者闭源的二进制库，你必须由你自己去确保这些第三方的代码不会破坏你的软件运行。</p><p>这样天生就将每一个软件当作一个封闭、独立的环境，操作系统的内存分配和管理系统保证你的内存不会被其他进程的程序非法访问，这样软件就可以安全地运行，当然即使如此，你的程序当中涉及对外部数据读取的部分仍然可能导致内存安全问题。然而这种隔离是与我们现实世界的运行方式完全相反的，现实世界整个体系是基于协作和分工来实现文明发展的，计算机本来具有更强大的逻辑体系，然而实际上我们并没有在软件世界建立起比较简单地分工与协作机制。</p><p>现代软件变得越来越复杂，这种复杂的体系结构本来就希望能够借助更多的协作与分工的精神和思想来实现更大的复杂度和功能，这种协作的第一个要求是让未受信任的第三方代码可以在你的内存环境中执行代码。这也是《堡垒之夜》面临的第一个问题。按照现代编程语言的一些思路，一个源代码能够在一个内存环境中被执行，那表示其对应的主体知道和负责其中的安全问题，编程语言本身没有太多机制来解决这个问题。这又分为两种情况：静态语言和动态解释性脚本语言。对于动态而言而言，如lua，它们通常不能直接访问内存，开发者所能操作的都是封装在一定类型和对象中，现代大多数编程语言都按照类型进行寻址，也即是类型系统本身基本上可以保证程序的安全，如果你的源代码不知道一个对象的地址，你就不可能访问到它。然而实际现在大多数编程语言都提供静态变量或者全局常量之类的方式，这种方式使得内存环境中的其他代码可以获取到这些共享信息，从而对软件进行破坏。为了避免这种问题，Roblox就对Lua进行了改造，叫做Luau，比如通过禁止全局变量，以及禁止一些能够访问全局变量的库函数等等机制来实现一种沙盒安全，这样第三方开发者开发的代码就可以放心地在Roblox app中运行。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/luau-8dcd3e07aca728930025b827afc3d0d9.png" width="1446" height="486" class="img_ev3q"></p><p>如果第三方未受信任代码是二进制的机器码，这个问题就更严重了，因为机器码是可以访问内存地址和寄存器的，那可以造成的破坏是无法想象的。然而人们仍然希望能够实现类似分工协作的方式，这方面最具有代表性的例子就是浏览器，浏览器是一个非常复杂的软件，现代浏览器往往都可以支持第三方二进制的插件，来提供一些更高性能的增强功能，例如浏览器的字体渲染往往都是使用第三方字体渲染库。为了解决这种由于未受信任二进制代码导致的安全问题，人们提出一些软件隔离（software-based fault isolation，SFI）技术，相对应操作系统或硬件的内存隔离，SFI是用于构建包含未信任组件的安全系统的一种轻量级方法，能够用于减少由于内存安全bug导致的攻击，SFI通过严格将第三方未信任软件限制在自己的沙盒内存区域，来隔离这种内存安全导致的破坏。用例包括浏览器使用SFI来扩展第三方组件，例如经典的Native Client SFI syetem（NaCI）使用SFI来扩展第三方c库，使得浏览器可以使用如第三方的字体，音频，XML解析等库；在边缘计算节点与第三方未信任客户环境进行联合计算等等。</p><p>NaCI存在较大的运行时性能，因为它的机制一般对第三方代码不做太多要求，假设其按照一般的方法进行开发，然后仅仅在调用这些方法的时候为其分配独立的内存区域进行隔离，它基本上是用软件模拟操作系统的内存隔离机制，比如每次切换都需要保存大量的状态和寄存器地址等等。为了减少这种隔离导致的代价，Web Assembly就使用另一个思路，由于Web Assembly程序都会编译为Wasm文件，由Wasm虚拟机解释执行，而不是底层的二进制代码，所以Web Assembly有机会对程序进行一定的分析，通过基于Control-Flow Integrity (CFI)技术，Web Assembly的编译器可以检查出程序中哪些代码可能会对这种沙盒环境造成破坏，从而禁止这样的代码生成合法的Wasm程序，因此也就实现了沙盒安全。但是由于这种检查是在编译期，并对第三方程序的构造过程有一定的要求，因此在实际执行的时候就可以避免在这种隔离安全的保护机制上花费过多的开销。</p><p>Web Assembly之所以是一种未来非常有潜力的技术，不仅仅得益于对Web的友好，接近机器码的字节码，多语言支持等等，这种沙盒技术也是很大的一个技术点。在Web Assembly之前还没有一种技术可以很好地普及和运用沙盒技术，例如JVM上有一些方案，但大多有些性能问题，或者不能完全保证安全，或者方案比较重。Web Assembly这种优秀的沙盒技术使得沙盒模式在以后的软件构造中可能被大规模使用，也就会实现更多的软件协作与分工，事实上比如现在对未受信任多应用环境要求比较高的环境如区块链就大多转型Web Assembly，而如Docker和Severless这种对虚拟环境要求比较高的环境也在逐步转向Web Assembly。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/verse-3604fc0feca3a40971cf71a64a6a61b6.png" width="1920" height="1079" class="img_ev3q"></p><p>Epic推出Verse language</p><p>回到《堡垒之夜》，Epic显然不可能让玩家使用Unreal Engine的C++或者blueprint开发的应用程序在《堡垒之夜》内存环境中运行，Unreal Engine目前也没有比较成熟的脚本编程语言方案，因此Epic需要开发一套新的脚本语言，这就是今年早些时候发布的Verse programming language。Epic为此挖来了Haskell的作者Simon Peyton Jones，以及之前收购的一个为Unreal Engine开发脚本语言的团队SkookumScript，据说还有写V8内核的作者。</p><p>关于Verse language本身，目前还没有太多信息，但是可以想象这个脚本语言的使命一是为《堡垒之夜》的创作提供一种安全的编程语言，而且可以想象这个脚本语言必然包含一定的沙盒机制，来保证安全性。</p><p>协作的第二个要求是互操作，互操作性的定义如下：</p><blockquote><p><strong>Interoperability</strong> is a characteristic of a product or system to work with other products or systems</p></blockquote><p>互操作通常是和标准相关的：</p><blockquote><p>If two or more systems use commondata formatsandcommunication protocolsand are capable of communicating with each other, they exhibit<em>syntactic interoperability</em>. XML and SQL are examples of common data formats and protocols.</p></blockquote><p>互操作和软件隔离通常是相互矛盾的，互操作表现为我希望更简单更方便地访问别人的数据或接口，而隔离则假设除我之外的代码都是不可信的，不要轻易地访问，或者系统会提供一些机制使这种访问的代价和难度增加。尤其在游戏这种实时的运行环境，这种代价和难度往往意味着性能问题。</p><p>Tim在2019年的演讲中大量提到了标准，为了实现多个独立应用程序之间的协作，那么必然要建立大量的标准，有了这些标准，互操作就变得简单，例如《堡垒之夜》现在的Creative模式实际上已经有了很多标准，比如一个物体怎么摆放在环境中，并可以被其他玩家交互，这都是可以由Device来定义的，这实际上就是一种形式的标准或者接口，后续基于Verse的代码只要遵循这些标准，则可以很轻易的与其他的环境进行交互。</p><p>对这两个问题，Reality World都有着不同的技术思考和方案。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="更轻量级的隔离技术">更轻量级的隔离技术<a href="#更轻量级的隔离技术" class="hash-link" aria-label="更轻量级的隔离技术的直接链接" title="更轻量级的隔离技术的直接链接">​</a></h3><p>尽管Web Assembly的隔离技术非常优异，但是它并没有改变程序本身的构造方式，即如果你的代码本身就不含破坏别人的恶意代码，那么其实你的开发过程与过去的方式并没有什么区别。而Reality World希望简化编程的开发，如本文后面编程方面的内容，我们还希望对编程的体系做出一些调整。因此我们会把各种问题放到一起考虑，而不是单纯一个一个地解决问题。例如软件的可组合性、模块化、编程复杂度的降低、互操作等等。</p><p>如后面的内容所知，我们还对应用程序的构造方法进行了调整，而不是仅仅把程序当作一个黑盒子来进行统一的隔离，例如传统的隔离技术大都是基于比较底层的编译惯例，如方法调用（Calling Convention）来设计隔离机制，这样使得不需要对用户的开发过程造成太大的影响。在Reality Create中，我们的每个组件的很多行为和构造过程是由运行时自动推导进行的，因此我们本身已经对用户的开发过程有一定的影响，这同时也意味着我们对程序的结构有着更多信息，因此我们可以在更上层的地方实现一些隔离机制，同时由于上层的机构包含对程序的更多的信息，因此会带来一些新的灵活性和能力。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性的本质是应用碎片化的问题">互操作性的本质是应用碎片化的问题<a href="#互操作性的本质是应用碎片化的问题" class="hash-link" aria-label="互操作性的本质是应用碎片化的问题的直接链接" title="互操作性的本质是应用碎片化的问题的直接链接">​</a></h3><p>互操作性这个概念，我跟大部分投资人解释基本上都是很难理解的，当然这里可能我对互操作性赋予了更多的意义。从程序机制上来讲，互操作性主要涉及两个独立的程序之间进行相互调用的能力，比如大部分语言都可以通过C接口实现相互调用，再往上一点，任何程序之间传递字符串然后内部进行格式解释，也仍然是能够进行通信的。实际上互联网的机制就是如此，OSI（Open systems Interconnection）的机制就是实现了任何计算机或者任意程序之间的字符串通信，从而解决了整个计算机网络互联的问题。</p><p>传统的软件世界通过一些标准来建立互操作的基础，例如HTML、XML、SQL、USD等等，比如Nvidia就基于USD构建了Omniverse，由于其对USD格式的良好支持，使得其可以兼容大部分的内容制作工具，就构建起一个以Omniverse为中心的内容和应用生态。</p><p>然而这种基于文本标准的方式仍然有一些缺陷，例如其数量是非常少的，通常必须等一个组织对一个标准有一定影响力之后才能形成实时上的标准，被更多的三方兼容和支持。想想现实世界，各个实体之间的交互和联系几乎是无所不在的，例如一个人在路边新开了一家饭店，路过的人随时可以进去吃饭，不会说还要先接一下饭店定义的一个接口。而程序是必须有严格的逻辑的，比如保证地址、参数和接口的一致性才能进行互操作，这给软件世界的互操作带来了一定的困难。我们应用程序开发的流程通常都是先定义内部数据结构，实现软件功能之后，再以一定的形式封装一些接口，并以某种方式公布出来，由感兴趣的三方去集成。然而实际上有大量的软件开发者是没有精力或者能力去提供这些接口的。想象一个场景：开发者A开发了某个应用给用户新增了一种新的健康类的数据信息，这个数据本来是属于用户的，这个时候用户想要用这个数据来实现另一个事情，TA想自己或者说让其他开发者B帮助开发一个应用来使用这些数据，这种情况下通常是做不到的，因为开发者A可能并没有太多动力去提供这个接口，因为TA可能要耗费很大的精力，除非平台提供一些这种非常便利的机制使得TA可以很轻易地暴露出来。</p><p>因此，Reality World的其中一个重要机制，就是要让一个开发者开发的应用，其定义的数据接口非常轻易地被其他开发者开发的应用访问，同时结合上面的沙盒技术保证这种数据访问的安全，这也就是为什么我们的沙盒技术不能只是在最底层实现。</p><p>其实更深刻一点理解，互操作问题其实是一个软件碎片化的问题。传统的软件开发都是先开发内部数据结构和数据存储，然后在必要的时候再把API包装使用某种形式的标准包装成外部接口，这样就造成碎片化，因为即使是针对同样的一类逻辑和数据，不同的应用程序或服务往往会定义不同的数据结构或处理逻辑，这就形成API的碎片化，使得相互之间非常难以协作。试想你可以在两个应用之间协商修改各自的API接口及定义，这是一对一的关系，或者说像支付宝这种平台性质的接口也是容易定义，这是一对多的关系，一对多的关系发展显然是缓慢的，必须让这个“一”有机会且需要时间发展壮大。如果我们希望一种更加高效，更加丰富的协作机制，那么显然我们需要多对多机制，这里面就要求我们对软件开发流程做一些调整。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/usd-1109031da5c391a7ac8194a67e234d38.png" width="1954" height="864" class="img_ev3q"></p><p>Pixar USD</p><p>要想实现这种机制，其实现有的很多技术可以给予很多启示。我们先看USD格式，尽管从表面看USD跟其他的标准类似只是一种数据格式或协议，但实际上它远远不止如此，它还是一种非常易于扩展的格式，它提供了一种plugin的机制使得开发者可以对格式做很多定制和增强功能，并且可以通过一个Schema定义来生成自己定义格式的解析代码，然后通过Plugin来调用自定义的格式解析和代码。这就好比它帮助你编写了文本格式的编解码，尽管看起来不过如此，看起来只是一种模板化的代码生成机制，但是当这种解析代码能够与逻辑高度融为一体的时候，事情的本质发生了一些变化，试想使用USD你的流程是这样：首先针对一种特定数据自定义一个Schema，然后调用USD的API帮助我们生成相关的解析代码，如果这段解析代码能够以某种机制被其他开发者拿到，那么TA的程序就能够轻松解析我们的API。当然如果你修改了Schema，仍然需要对方进行同步，但是这种流程本质上改变了我们的思路：过去我们是先定义内部做法，再与外界沟通，这就容易带来一些复杂度和碎片化；现在是我们先想着自己就是基于一种标准在开发，然后需要的时候就能够很方便地暴露出去，这里USD充当了一种协调的机制并为这种协调的机制提供了一些辅助功能。苹果的usdz格式以及英伟达的MDL都是基于USD的这种扩展能力来实现自定义的资源格式。</p><p>API碎片化的第二个例子是LLVM，本质上LLVM在编译器领域的创新主要做的是模块化，早期的编译器开发，各个前端都要分别集成各个后端，编译器开发的复杂度非常高，这里面其实就是多对多的问题，看似很简单，每个前端与每个后端分别调一调，但随之代码的管理和维护成本是很高的，有时候某些内部设计不一致就会导致大量的重复，这就是碎片化问题。由内而外的设计总是不可避免会导致碎片化，碎片化带来软件复杂度，管理和研发成本。当LLVM提供了一个统一的低层IR表述之后，编译器的复杂度大大降低，比如现在能够很轻易地开发一些DSL语言，因为你完全不需要操心后端，只需要把你的代码生成LLVM IR即可。</p><p>当然LLVM并没有提供类似USD那种生成格式的机制，那是因为LLVM只有一种IR，所以写成一种固定的格式即可，过去的编译流程基本上都比较简单、固定。但是随着现代深度学习编译器的进展，由于深度学习有着相对比较特定的数据表述，各个公司内部都有开发一些特定的编译流程，它是比一般的LLVM IR更上层的抽象，所以我们对多层级IR表述又有了需求，于是在LLVM的基础上又发展出MLIR，它允许开发者社区能够自定义IR。然而与USD的Schema非常相似的地方是，MLIR为了避免碎片化，使不同开发者自定义的IR之间能够更轻易的协作，它也提供了一种类似的代码生成机制，在MLIR中称为Dialect ，例如如下的Dialect定义：</p><div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">def Toy_Dialect : Dialect {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let summary = &quot;Toy IR Dialect&quot;; let description = [{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    This is a much longer description of the</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    Toy dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    ...</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}];</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  // The namespace of our dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let name = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// The C++ namespace that the dialect class // definition resides in.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let cppNamespace = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>生成的C++代码如下：</p><div class="language-cpp codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-cpp codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ToyDialect</span><span class="token plain"> </span><span class="token operator">:</span><span class="token plain"> </span><span class="token base-clause keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token base-clause"> mlir</span><span class="token base-clause double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token base-clause class-name">Dialect</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token operator">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">ToyDialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">MLIRContext </span><span class="token operator">*</span><span class="token plain">context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token operator">:</span><span class="token plain"> mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token function" style="color:rgb(80, 250, 123)">Dialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">TypeID</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token generic-function function" style="color:rgb(80, 250, 123)">get</span><span class="token generic-function generic class-name operator">&lt;</span><span class="token generic-function generic class-name">ToyDialect</span><span class="token generic-function generic class-name operator">&gt;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">static</span><span class="token plain"> llvm</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">StringRef </span><span class="token function" style="color:rgb(80, 250, 123)">getDialectNamespace</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">void</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样多种IR就可以能够被轻易组合使用，你可以选择社区各种丰富的模块进行组合，来生成特定的编译流程，所以MLIR又称作“生成编译器的编译器”。实际上，碎片化在工业界是一个很大的问题，每家公司在开发自己的软件的时候不会考虑那么多，觉得我只要投入研发资源把自己软件做好就行，但是真正在用户侧使用的时候，TA可能需要多个软件是可以相互协作的，甚至你的用户可能就是开发者，这个开发者可能希望不同的软件可以被更高效的集成和管理。LLVM的作者Chris Lattner最新的创业公司Modular实际上核心就是解决这个问题，他的新编程语言Mojo，除了一些语法层面的传统一点的东西，很多核心能力都是来源于底层的MLIR，其中MLIR跟Mojo有更深度的整合，使得Mojo具有很强的元编程能力。Modular的最核心的逻辑其实跟当年的LLVM类似，解决碎片化问题，当然Modular有很多现在软件的运营思路可能会形成更好的平台和生态，因此它是一家商业公司，不仅仅是一个开源项目。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/modular-ec183275c9c4d2f77583a82e8119e52f.png" width="2157" height="1113" class="img_ev3q"></p><p>Modular</p><p>上述的软件架构都为解决应用之间互操作及其碎片化提供了很好的思想，然而为了更好的软件协作，这些机制还不够。上述的软件都是比较偏底层的基础软件，而不是面向上层用户侧的，因此不需要考虑很多其他问题，比如性能和格式的进化。当进入到一个更上层的消费端应用，首先上述的方式在不同的模块之间交换的都是文本数据，如果你让一个实时的游戏内部的每一次互操作都需要编解码文本，这显然是会影响性能的；此外，应用层的需求更容易变化，即使平台提供了一种生成统一格式解析的代码及其发现的机制，但是怎么应对这些格式的更频繁地变化呢？为此，Reality World在这些方面做出了一些创新尝试。</p><p>结合前面讨论的沙盒技术、互操作、碎片化等等机制，Reality World希望能够通过一些创新探索，构建起一个更好的互操作平台，使得上面的应用之间可以更好地协作，它看起来像是基于OSI之上添加的一个互操作层，在这个互操作层中，应用程序操作的是来自其他应用的内存数据，就像你访问自己的内存数据一样简单，尽管这个数据可能来自于其他的服务器。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="新的应用程序构造方法">新的应用程序构造方法<a href="#新的应用程序构造方法" class="hash-link" aria-label="新的应用程序构造方法的直接链接" title="新的应用程序构造方法的直接链接">​</a></h2><p><img loading="lazy" alt="img" src="/zh/assets/images/pl-01db64776749f259941139b1e0b0fd19.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World对程序的构造过程做了很多调整</p><p>我们程序员，终其一生可能都希望能够更好地理解程序到底是怎么运行的，这种理解不光能够让我们更高效地编写更健壮的代码，从而创造软件的价值，同时，编程的机制本身充满着无穷的魅力，因为它可能是人类有史以来能够表达人类大脑中复杂的思维和逻辑的最好的机制之一，它将人类对物理世界的理解及其形成的智慧转化为为人类服务的工具和力量，这是我们热爱编程的其中一些原因。</p><p>十多年来，对于编程，我一直有两种不一样的情感：</p><ul><li>我一直不喜欢面向对象编程的方式</li><li>我更喜欢开发能够用于构造软件的软件</li></ul><p>今天，Reality World的第二个核心关注点和基础就是在这两个方面做出了一些新的探索。世界上只有大约不到0.5%的人是会编写代码的，约3000万左右，所以数字化表达的潜力还远远没有被发挥出来。如果我们将这个数字提升到5亿~10亿，看看还有哪些变革需要发生，可能与你想象中不太一样，编程语言的语法本身可能并不是制约因素。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向对象的本质是隔离">面向对象的本质是隔离<a href="#面向对象的本质是隔离" class="hash-link" aria-label="面向对象的本质是隔离的直接链接" title="面向对象的本质是隔离的直接链接">​</a></h3><p>十多年工作经历，我写过C#、C、C++、Ruby、Lua、Rust等，以及最近一年多，我几乎看了所有能买到跟编程语言和编译等相关的书籍（后面会介绍）。在我写过的代码中，总有一种感觉，不管我看过多少设计模式或者架构相关的资料，我总是觉得很难写出那种逻辑结构特别清晰的架构和代码，因此编程体验像是总有一个什么东西，堵在我的心里。</p><p>我们现代的项目开发使用的编程语言，或多或少大部分是和面向对象相关的，尽管看起来面向对象的本质是让我们更好地封装各自比较独立的逻辑，使大规模软件组织起来更加轻松：你不需要关心其他对象的内部逻辑就可以轻易地和它们一起组合起来协作。</p><p>然而实际上并不是这样，大部分面向对象编程语言会让人（特别是初学者）误以为编程就应该这样，它是在模拟真实世界的运行机制。那为什么这么完美的模型却没有产生这么完美的体验呢？直到最近一年多对面向对象的更多理解（特别是Erlang）才体会到其中一些问题。</p><p>知乎 </p><p><a href="https://www.zhihu.com/people/16d0cb25df98c0c909e60b135a5800c5" target="_blank" rel="noopener noreferrer">@大宽宽</a></p><p> 有一篇回答：<a href="https://www.zhihu.com/question/29888990/answer/703226836" target="_blank" rel="noopener noreferrer">如何看待Erlang之父Joe Armstrong觉得OO编程很烂？</a>，其中引用到Erlang之父Joe Armstrong的一段采访：<a href="https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/" target="_blank" rel="noopener noreferrer">Ralph Johnson, Joe Armstrong on the State of OOP</a></p><blockquote><p>Alan Kay himself wrote this famous thing and said <strong>&quot;The notion of object oriented programming is completely</strong> <a href="https://www.zhihu.com/search?q=misunderstood&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">misunderstood</a><strong>. It&#x27;s not about objects and classes, it&#x27;s all about messages</strong>&quot;. He wrote that and he said that the initial <a href="https://www.zhihu.com/search?q=reaction&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">reaction</a> to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.</p></blockquote><p>Alan Kay认为OOP的核心是关于消息，但是这样说其实我个人觉得并不太好理解到本质，因为消息更像是OOP这种设计下的一种机制或结果，而不是OOP本身的定义。我觉得OOP的本质应该是隔离，只有做到真正的隔离，才能真正降低系统的复杂度，因为绝对的隔离使得你完全不需要也不能了解另一个物体内部的运作，你们只需要通过一些外在的属性进行交互，我们的开发也仅需要了解这些简单的外在属性。现代大部分编程语言更强调的是object和class，认为对象的核心是关于封装，这本身也没有错，封装的目的也一定是为了让别人不需要关注你的内部细节，但问题在于，很多面向对象编程语言忽略了隔离的意义，为了方便程序员更灵活直接地获取数据和方法，提供一些机制，使得一个对象可以很轻易地访问到另一个对象内部的、跟其内部运作相关的数据或方法，这些原本是需要绝对隔离的。这种设计就使得隔离失去了意义，尽管我们可以指定规范要求自己以对象为单位进行绝对隔离，但是大部分情况下，我们很难做到一个很好的设计，最后的结果是程序内部对象之间相互耦合太多，不管是管理、维护、理解起来都是花费很大的精力。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/Robert_Virding_and_Joe_Armstrong-82ddcf57cc160dd3b30ce80b0351bb6b.jpg" width="1155" height="697" class="img_ev3q"></p><p>Erlang之父Joe Armstrong（右）</p><p>Erlang就采用了一种不同的机制，它从语言体系上就不允许对象之间能够直接访问内部数据或方法，每个函数都分配为独立的线程，线程之间只能通过消息进行传递和联系，这样程序员就很难写出耦合比较深的代码，同时这种隔离对并行计算和分布式也带来了好处。所以Joe Armstrong说，根据Alan Kay的描述，Erlang可能是唯一真正面向对象的编程语言：</p><blockquote><p>Erlang has got all these things. It&#x27;s got isolation, it&#x27;s got polymorphism and it&#x27;s got pure messaging. From that point of view, we might say it&#x27;s the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are about</p></blockquote><p>再回过来看面向对象的核心为什么是隔离，是因为真正的隔离机制才能保证避免耦合，才能降低软件复杂度，因为一个大型的软件系统有无数的对象，如果对象之间存在耦合的可能，那维护起来将是非常不容易的。而当你只提供了强隔离的机制，不让程序员能够很方便地获取另一个对象的引用，剩下的结果就是对象之间只能通过消息通信了，这就是Erlang的整个架构设计，这也是为什么Erlang是真正的面向对象编程语言。也因此，消息更像是隔离机制带来的结果。</p><p>就像现实世界一样，微观的每个原子内部都有自己特定的结构，原子之间相互作用形成分子，进一步形成宏观物体，宏观物体通过内部分子结构形成特定的外在属性，但是其他物体与之交互从来不需要了解其中的内部结构，这就是面向对象的美好世界，然而传统的面向对象编程模式则为了便利为一个对象访问另一个对象的内部结构开了一个口子，这个口子不仅破坏了面向对象的编程思想和精髓，也失去了其带来的好处。</p><p>尽管Erlang看起来是一种完美的架构，然而消息通信是一种操作起来不太便利的方式，比如为了进一步解耦它通常是传递字符串消息，字符串需要编解码，带来了性能问题；而另一方面消息编程模型通常是异步的，使得对逻辑的流程管理失去了控制力。Reality World在这两个方面都做了一些创新尝试，使得开发者既可以像传统的局部变量一样去方面其它对象的数据，又可以像Erlang一样拥有绝对的隔离，这种隔离带来编程复杂度上的减少，降低编程门槛。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="程序结构的复杂性">程序结构的复杂性<a href="#程序结构的复杂性" class="hash-link" aria-label="程序结构的复杂性的直接链接" title="程序结构的复杂性的直接链接">​</a></h3><p>对于编程语言本身而言，当前有很多Scratch编程平台，对于一个简单的任务：即只有少量输入和输出，且通常只有一个或少数几个函数的任务，大部分有一些基本逻辑和算术计算能力的人是可以在很短时间内学会的。这说明，单纯的逻辑计算并不复杂。</p><p>然而，真正的软件规模是非常大的，它往往是由众多的开发人员（这些开发人员甚至可能在地理位置上完全隔离）开发的几十甚至上百万行代码的组合，这种规模的软件程序显然不可能仅由简单的变量和函数构成，那样的话我们将很难管理错综交织、复杂的数据和函数引用。在《计算机程序的构造和解释》一书中指出，编程模型本质上要解决的是大规模软件构造的问题，不管是函数式编程还是面向对象编程模型。</p><p>为此，编程语言的设计者在数据和方法的基础上，添加了大量的抽象机制，例如类型、数据结构、继承、多态、重载、接口等等。这些机制的目标是要形成各种抽象，使得其他人员可以不需要关心一些实现细节，只需要关心与之交互的部分，即接口；当然除此之外，这种抽象也是帮助开发人员自身从逻辑上更好地管理自己所编写的众多代码。</p><p>然而正是这些为了帮助人们管理大规模软件构造的机制，提升了编程的门槛，例如非程序员肯定可以很快理解类和对象的概念，但是理解虚函数和多态就是另外一回事了。尽管这些机制的添加看起来是理所当然的，但是稍微深入理解一下编程语言的编译过程可以发现，这些机制通常是跟底层的编译机制相关的，而现代的编译流程又几乎是与底层的硬件架构有关的。例如继承的机制和限制，使得编译器可以计算正确的函数地址，例如你必须要从一堆复杂的代码中拿到一个对象的引用（这使得你不得不把多个代码文件交织在一起）才能正确地访问相应的方法，这使得程序几乎总是充满复杂的引用关系，尽管这看起来像是必须的，例如为了保证安全性，但某种程度上也是因为编译器必须要这样才能获得正确的对象地址，从而访问其中的数据和方法。但是如果仅仅是为了保证安全性，我们可以有很多机制，不是说我一定要每次亲自到一个店买到的东西才是绝对安全的，如果一个快递员本身是某种机制能够保证安全的，我就可以不用亲自去店里就可以获取到我想要的数据，这个时候我要关注的只是什么东西（数据类型），而不是实际物理地址（对象引用）。</p><p>从上面的分析，我们可以将程序的整个结构分为两个部分：其一是单个函数或者单个对象本身的相对比较简单的逻辑，其中可能仅仅涉及最基本的算术和逻辑计算；而另一部分则是为了帮助计算机编译系统（可能也是帮助程序员理解）构造大规模软件提供的一些信息。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/create-83a4808a18d663f143cd67c47dccbd84.png" width="2546" height="1427" class="img_ev3q"></p><p>Reality World在程序结构方面的目标，就是要提供一种系统架构，使得这种程序结构组织的复杂性被隐藏在编译系统和运行时内部，这样开发者就只需要关注最基本的逻辑和算术计算。我们通过提供一些额外的信息来使得运行时系统可以动态推导出一些构成大规模程序需要的结构。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化的数据管理">去中心化的数据管理<a href="#去中心化的数据管理" class="hash-link" aria-label="去中心化的数据管理的直接链接" title="去中心化的数据管理的直接链接">​</a></h3><p>除了编程语言语法和程序结构之外，还有一个通常容易忽略的问题，或者说因为目前编程的大部分都是专业程序员，这个问题看起来理所当然。那就是关于数据管理。数据管理是一个非常重要的问题，因为它既关乎程序的复杂度，又关乎前面提到的互操作性。</p><p>在应用开发中，开发者既需要编写逻辑代码，还需要处理数据管理：数据在什么时候初始化，在那个代码逻辑处初始化，从哪里获取数据进行初始化，对象被修改了怎样保存数据等等，甚至包括为了考虑缓存性能所做出的一些处理，这些工作是非常繁琐的。除此之外，开发者几乎总是还要关心存储，除非是仅存储在本地，否则还需要设置服务器存储和获取一些数据。这些工作对于普通的用户开发应用程序而言都是比较困难的事情。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/graphql-b82a89e1f03ad72a5c43b193911c69a7.png" width="1610" height="399" class="img_ev3q"></p><p>GrapQL</p><p>所以结合上述的程序结构化的自动管理，一种好的策略是程序的数据也可以自动管理，这样就使开发者仅关注一个个独立的基本逻辑和流程，所有涉及到或者说只是编译器或编译系统需要的管理都应该尽可能交给运行时。GraphQL在这方面做出了一些比较好的尝试，开发者只需要告知一个想要的数据类型，就可以很方便的获取到对应的数据，而将这些数据背后的复杂逻辑隐藏起来。</p><p>除了数据本身的管理，数据还涉及到互操作性的问题，用户希望自己一个应用的数据可以被其他应用方便地访问，这些机制都是和数据的管理过程及其设计息息相关的。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="为ai而生的应用程序构造方法">为AI而生的应用程序构造方法<a href="#为ai而生的应用程序构造方法" class="hash-link" aria-label="为AI而生的应用程序构造方法的直接链接" title="为AI而生的应用程序构造方法的直接链接">​</a></h2><p><img loading="lazy" alt="img" src="/zh/assets/images/5-25bf33bec4ab499cbb1f75fe4af6dc4e.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World的程序结构与文本合成是类似的</p><p>ChatGPT席卷了整个世界，或者至少是科技圈，不管是从资本，国企，民企，程序员个人等等都是受到很大的影响，当然也有像我们小孩的妈妈，以及他妈妈的朋友，目前还不太了解ChatGPT是干什么的。</p><p>我于2022年4.30日从华为离职并开始研究和设计Reality World的架构，那个时候的热点还是元宇宙。那个时候，由于没有现在大模型的这种能力，我们当然也没有主要去思考AI方面的，但是从我们自己的设计思路上，我和我们公司的2号员工，在2020年的时候就思考和讨论将来怎样让AI写代码，当然我们说的不是现在这种基于大模型来生成文本的方式生成代码。</p><p>但大模型确实加速了我们的一些想法。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="软件复用与可组合性">软件复用与可组合性<a href="#软件复用与可组合性" class="hash-link" aria-label="软件复用与可组合性的直接链接" title="软件复用与可组合性的直接链接">​</a></h3><p>我们起初的目标是让普通人可以编写代码并构造一个完整的应用程序。这也是我们前面第3部分讨论的内容。然而比较巧合和惊讶的是，至少从我们的设计思路上看：<strong>让普通人会编写代码与让AI编写代码的逻辑是类似的。</strong></p><p>逻辑和流程，本质上都是可以用语言表述的，因此我们人类的任何信息与智慧，当然也可以使用自然语言进行描述。然而语言文字是一种面向人类的信息载体，它是为了便于人类之间进行信息交流而设计的，所以它可能不那么严谨，甚至没有太多结构性，人们之间需要信息编解码，编解码的效率和能力可能差异都非常巨大。而程序，则是在自然语言基础之上加入更多的结构性，它在表述和记载逻辑的同时，可以直接与计算机和其他程序进行沟通，这就使得人类大脑中的逻辑不光可以用于人与人之间的信息交流，还可以更直接地转化为生产力。</p><p>然而要让AI能够生成代码，这件事情肯定是非常复杂的，当然由于ChatGPT的出现相信现在大部分程序员都能够感受到AI的代码生成能力，有些人比较坚信AI能够代替程序员生成程序，有些人则悲观一些，至少在短期内。</p><p>这里暂且不争论AI到底能不能或者什么时候替代程序员，我们回到问题本身。传统的文本合成，计算的是文字与文字之间，句子与句子之间的组合概率，这里有两个事情值得注意：第一是任何字之间都可以组合，所以ChatGPT总是可以给我们答案，哪怕其中的句子组合和逻辑是完全错误的；第二是一般常用于表述正确语法和语义的哪些文字信息是非常多的，也就是说ChatGPT理解我们一般的比较大众化的语义是很容易做到的。</p><p>计算机程序在这两个层面都与一般的文本知识信息不同：首先两段代码是不能简单合成的，两个代码之间在单纯地像两段文字放在一起之外，还需要处理参数的数量，参数的名称，类型，变量从哪里获取，API从哪里获取等等，这远远超出简单文字合成的范围。你可以合成一个文本组合的源代码结果，但是其中的逻辑可能完全是错误的，函数是不存在的，参数是错误的。因此目前来讲，大部分AI还是用于辅助比较局部、独立的代码生成，检查，提示等等，距离构造复杂一点的逻辑显然还缺乏一些基础。当然这并不妨碍它现在就可以作为一个不错的助手。</p><p>我们在Reality World的设计过程中，为了要让普遍用户可以构造程序，将程序的整个构造过程做了多处调整，从类型定义，数据初始化和管理，互操作性，程序结构的推演，线程隔离等等。其中还有一个重要的方面就是组合性，这种组合性使得两个相关的组件，不需要用户手动添加任何参数或者输入输出的设置，就可以正确地构造程序，例如如下的这段复杂的逻辑，整个Graph的节点是不需要用户连接的，全部是自动生成。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/4-c18cbdad8df763f282adf9e615337ed8.jpg" width="3356" height="2096" class="img_ev3q"></p><p>整个程序的连接关系是自动推导的</p><p>这样的组合性看起来是不可思议的，这里我不会讨论具体的实现方式，但是可以这样想象一下：编译器对于一个程序的所有源代码，本来就是首先当成一个个独立的模块进行编译的，只不过编译器除了编译每个指令本身，还使用一些符号表记载了所有外部模块引用的关系和地址，然后在链接阶段将这些地址修改为最终的绝对地址。从这里可以看到，程序的结构是有可能以更底层的方式去完成，而不是把这部分交给程序员。</p><p>这样的组合能力，使得程序的构造过程变成了单纯的合成，没错，这个合成的方式跟文本合成是非常相似的：它们仅仅是放到一起，不需要指定额外的程序结构信息，例如参数，变量，函数地址等等。这样我们就有机会让AI去生成程序，这里AI只需要从一般的文字意义上去理解组件的语义，并给出组件合成序列，而底层的运行时引擎将这些序列转化为真正的程序。</p><p>与直接ChatGPT构造程序代码不同的是，这里的代码一旦被构造，就是正确的，可以运行的，而不需要人去检查其中可能存在的程序逻辑的错误。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向ai的编程系统">面向AI的编程系统<a href="#面向ai的编程系统" class="hash-link" aria-label="面向AI的编程系统的直接链接" title="面向AI的编程系统的直接链接">​</a></h3><p>显然，与直接让AI构造复杂的程序逻辑相比，更好的使用方式可能是AutoGPT或者OpenAI的插件系统，在这种架构中，AI更多是负责比较通用的一些语义理解，然后把具体的一些与领域系统的交互交给专门的插件去解决。</p><p>然而在OpenAI的Plugin系统中，每个Plugin是一个特定的应用，尽管这种描述好的调用逻辑使得ChatGPT可以正确地调用各个应用软件的接口，但如果你的使用本身是要在多个plugin之间建立一些比较复杂的逻辑和流程，或者说我们想构造任意的应用程序，把每个plugin接口当作组件，这就又会回到让AI编写逻辑代码的问题。</p><p>相对于这种Plugin系统，Reality World提供的不是一个单个plugin，而是一种通用编程能力，它可以理解为是一种面向AI的编程系统，因为AI发出的文本序列，会被Reality World当作输入，然后按照程序构造的逻辑去检索相应的组件并组合构造，这样的程序要么是构造不出来的，要么就是至少能够成功运行的，而剩下的正确性问题就取决于组件描述的准确性和AI对语义的理解了。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="拥抱rust">拥抱Rust<a href="#拥抱rust" class="hash-link" aria-label="拥抱Rust的直接链接" title="拥抱Rust的直接链接">​</a></h2><p>我原本以为的开发周期还是会比较长的，毕竟设计的系统设计还是非常复杂的。早先我使用的是C++/C进行开发，进行了一些简单的语言包装和编译流程定制。因为我们2号员工一直是Rust爱好者，一直在鼓动我使用Rust，虽然之前看过Rust的一些介绍，但是感觉还是没有特别的动力去完全切换到Rust。</p><p>后来因为某些原因最终还是选择使用Rust进行开发，开始也是有些不习惯，但是在逐步学习和使用过程中感受到了Rust的好处，这里给大家分享和推荐一下。</p><p>Rust对我而言最大的好处和体验是，迭代速度比较快，这符合我现在的需求。只要代码编译通过，几乎不会花时间去排查一些比较诡异，甚至需要小心翼翼地断步调试才能发现问题的bug，一般有bug就基本上大部分还是逻辑问题，而且Rust编译器可以比较精准地告诉你问题的位置，基本上一看提示就知道该怎么改代码了。</p><p>当然缺点主要是大家讨论比较多的限制了，你得很小心翼翼地设计整个程序的架构，如果像传统C++那样到处是相互引用显然几乎肯定是你完全没法通过编译器，你得设计好整个程序对象的结构，这里推荐Bevy引擎就是非常好的架构，这样的架构几乎能解决大部分相互引用的问题。</p><p>第二个比较大的问题是多次引用和借用的问题了，这个问题相对好解决一点，首先架构好会少掉很多这种问题；其次对于局部的一些方法，实在是不可避免的，万能大法就是复制数据就好，这个也不需要完全回避，毕竟在C++中也经常会存在对象复制；再有稍微复杂一点就是使用move，先将数据move出来，然后进行操作之后再填回去，如果你能保证没有并发问题，这种思路也是一种方法。</p><p>最后，关于有些人会觉得，像Rust这样强迫开发者过早关注架构会影响快速迭代。这一点我不是很赞同，因为任何一个项目，快速迭代也是要正确运行的，而且如果项目本身思考着足够多，或者项目最终肯定是要上线使用的，我觉得慢一点一边迭代一边就把代码架构写的更好，也许最终是一件更好的事情。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="我这一年的创作过程">我这一年的创作过程<a href="#我这一年的创作过程" class="hash-link" aria-label="我这一年的创作过程的直接链接" title="我这一年的创作过程的直接链接">​</a></h2><p>我从2022年4.30日从华为离职，几乎整整一年时间全部都在思考整个系统的设计，以及后期的开发。刚开始2个月，思路还不是特别清晰，只是在不停、疯狂地看书，我几乎把所有能买到的中文跟编程语言和编译相关的书都看了一面。当然我不会逐字逐句慢慢看，都是飞快地浏览，并且脑袋中高速运转着，随时都想着我脑袋中的哪些问题怎么解决，这样带着问题看书的好处是，只要知识之间有一点的相关性，就能够非常敏锐地捕捉并关联上，然后再对这块知识进行深入学习，最终可以跳出单纯的知识本身去应用这些知识，甚至将一种知识的思维用来解决另一个问题。</p><p>整个一年中，我阅读了超过50本相关的书籍，并且大部分比较相关的知识都是反复阅读的。</p><p>早期我习惯使用iPhone的备忘录app记录一些想法，这种方式比较方便，任何时候想到一点东西就可以记下来，很多时候晚上半夜都会起来记录，确实有些东西很快就是可以忘记的。后来体系比较完整的时候我逐步将这些信息整理到Markdown中，并逐步积累，现在整个系统的设计和思考已经超过22万字，整整400多页，里面包含了非常多的技术理解和思考。等适当的时候我会将这些内容整理成图书出版。</p><p>豆瓣上我列了个top 10的图书榜单，编程相关的是：《编译原理》、《Erlang程序设计（第2版）》、《编程语言实现模式》、《游戏机制》、《链接器与加载器》、《Data-oriented design》、《函数式编程思维》、《凤凰架构》。</p><p>除了图书，一些技术架构对我影响比较大的是：Erlang、USD、LLVM、MLIR、ECS、Web Assembly、Machinations、《堡垒之夜》、Snapchat、Bevy等等。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于商业模式">关于商业模式<a href="#关于商业模式" class="hash-link" aria-label="关于商业模式的直接链接" title="关于商业模式的直接链接">​</a></h2><p>可能很多朋友会关心你的商业模式是什么，这里我不想讨论这个问题，目前只跟投资人之间才会讨论这个问题，我当然有很多思考，但是在缺乏很多背景下，我觉得现在在公众场合讨论还是太早。当然我不会介意大家讨论。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="参与reality-world开发">参与Reality World开发<a href="#参与reality-world开发" class="hash-link" aria-label="参与Reality World开发的直接链接" title="参与Reality World开发的直接链接">​</a></h2><p>毫无疑问，Reality World涉及到很多技术思维，甚至包含一些创新尝试，我相信参与这个项目本身肯定会学到很多知识。但现阶段还不能正式公布，我们预计会在6个月左右，在内部迭代一些版本再正式公布，所以在这个阶段我也不会在公众场合讨论太多具体的技术细节。因为在中国做这种事情是非常不容易的，网络上会有各种各样的声音，我不希望受这种干扰，为了把这件事情做成，需要一颗安静的心。</p><p>如果你对Reality World感兴趣，你可以联系我，私人之间有时候我会讨论一些技术。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于融资">关于融资<a href="#关于融资" class="hash-link" aria-label="关于融资的直接链接" title="关于融资的直接链接">​</a></h2><p>坦白说，到目前为止，我还没有拿到任何投资，曾经有非常顶级的资本聊了很久，合伙人也非常认可这个项目的价值，但到现在还没有谈定。在早期，我肯定犯了很多错误，例如对项目的规划，估值预期，甚至表达等等都还是存在一些问题，当然也是一种成长；此外去年又遇到疫情，还有，你懂的，今年的ChatGPT...</p><p>总之，后续的开发肯定还是需要团队和资本，我一个人很难这样一直持续下午，欢迎各位感兴趣的资本、开发者甚至加油助威的朋友与我联系。</p><p>微信：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="后记">后记<a href="#后记" class="hash-link" aria-label="后记的直接链接" title="后记的直接链接">​</a></h2><p>在这一年过程中，我跟很多不同的朋友有过很多交流，很多朋友都在鼓励和支持，希望，最终不会辜负你们！</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li></ul></div></footer></article><nav class="pagination-nav" aria-label="博文列表分页导航"></nav></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" 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class="sidebarItemLink_mo7H" href="/zh/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>4 篇博文 含有标签「Reality World」</h1><a href="/zh/blog/tags">查看所有标签</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><link itemprop="image" href="https://realityworld.com/zh/img/blog/open-source-conference.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/zh/blog/the-evolution-of-ECS">The Evolution of ECS</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-10T00:00:00.000Z" itemprop="datePublished">2023年10月10日</time> · <!-- -->阅读需 0 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"></div><footer class="row docusaurus-mt-lg"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="呃，这又是一个创业公司营销的噱头和方式吗？"><link itemprop="image" href="https://realityworld.com/zh/img/blog/open-source-conference.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/zh/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-09T00:00:00.000Z" itemprop="datePublished">2023年10月9日</time> · <!-- -->阅读需 28 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><strong>呃，这又是一个创业公司营销的噱头和方式吗？</strong></p><p><strong>又去看他们宣传产品不讲技术吗？</strong></p><p><strong>你直接开源不就得了，还搞什么线下活动？</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="先回答问题">先回答问题<a href="#先回答问题" class="hash-link" aria-label="先回答问题的直接链接" title="先回答问题的直接链接">​</a></h2><p>关于第一个问题，<a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>已经慎重决定由创业项目转为纯开源项目，也就是说它后面将不会有一个创业公司实体来运营，它会真正依靠社区及其组织进行发展，就像Bevy等开源项目，当然我肯定也会持续在这个项目进行迭代开发。这也意味着它不再有商业利益，任意公司或个人都可以使用或者基于它进行修改或扩展。</p><p><strong>之所以这样的选择，很大一个原因是，我觉得这几年技术、环境和产品形态的变化和发展都很快，各种概念弥漫着整个世界，我认识和交流过很多投资人、创业者、开发者以及行业很多不太懂技术的各种角色，即使最聪明的人，往往也很难在一些关于技术的理解上达成共识，而且国内的整个环境普遍还是更关注上层的应用，而硅谷的很多产品创新更多是源于对技术的深刻理解。所以我觉得站在这个历史阶段，我们最重要的是要有一些关于技术的基础讨论形成共识，要有一些具体而系统的实践而不是停留在臆想，然后要将这样的基础共识开放为公共资源，形成一些坚强的共识底座，然后有了更清晰的技术理解，上层的创新才会真正的繁荣。Reality World 现在的使命就是尝试去成为其中的一股开放力量，它首先提出自己对技术和未来的系统理解，然后基于这些理解构建一种可供大家学习和讨论的实践，最后开源出来供大家传播、分享、讨论和发展。</strong></p><p>关于第二个问题，如果有朋友参加过我2018年的全国图形渲染技术巡讲，一个人围绕一个主题讲3～4个小时，在中国这种会议几乎是绝无仅有的，那种系统和深度远不是那种15～45分钟蜻蜓点水一样的感觉，这将是一场非常深刻的技术旅程，我相信每个人可以学到非常非常多的知识和理解，后面我会大概说明会讲什么内容。</p><p>关于第三个问题，这个项目跟其它项目非常不同，简单来说，直接开源出来让大家自己研究代码和文档可能并不好理解，通常我自己有时候也很难用简单的几句话向朋友或投资人说明Reality World是什么。一方面是Reality World太技术，涉及的每一个设计决策都有很多不同层面的考虑；另一方面它涉及的技术面非常广，从程序的组织结构、到编译/解释/链接，到运行时的虚拟机、调度和沙盒，以及还涉及到怎样用这些技术去解决比如元宇宙应用的一些需求等等；最后它的目标也不是一个简单的应用或者一个框架，它是介于框架和编程语言之间的一种用于构建应用的软件构造方法，但它本身也不是一种编程语言。</p><p><strong>所以，这么多复杂的事情耦合在一起，我必须用语音和视频的方式才能更清晰的表达它，才能让大家更好地理解这个项目的目的，不然开源一个大家都看不懂或者连看懂目的都很复杂的项目有什么意义呢？但好消息是，如果你听我一次系统的讲解，它其实理解起来非常简单，但这种简单它不能用简单的文字表达，否则你可能要花费远远大于3个小时的时间才能更清晰的理解这个项目的逻辑和目的。</strong></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world是什么">Reality World是什么？<a href="#reality-world是什么" class="hash-link" aria-label="Reality World是什么？的直接链接" title="Reality World是什么？的直接链接">​</a></h2><p>尽管这个问题回答起来很困难，但我还是必须要尝试用简单的几句话解释它，否则都不知道它是何物，我为什么要去关注这个项目和参加这次活动呢？</p><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">Reality World</a>是一个面向具有<strong>“未来特征”</strong>应用的开发框架和运行时，开发框架是指它是一个用于构建应用的工具，就像你用游戏引擎可以构建游戏程序，只不过现在它还不支持图形和UI显示，但是在将来它应该可以比较简单地集成一些渲染引擎或者UI框架，毕竟这部分的内容和工作流程大部分是比较成熟的，也可以很容易地把它嵌入到已有的游戏或者应用中，用于提供一些额外的功能。</p><p>所谓<strong>未来特征</strong>，我们主要指三个层面，后面会有更多讨论：</p><ul><li><strong>互操作性</strong></li><li><strong>相互协作</strong></li><li><strong>去中心化</strong></li></ul><p>实际上，这三个特性正对应着元宇宙（互操作性），大模型应用（多智能体协作）以及Web 3.0（去中心化）。尽管这三者之间的概念以及技术需求都是很模糊的，我们则尝试在这三者之间寻找一种统一的计算架构和软件构造方法。所以这就是Reality World技术上的复杂性，也就是为什么我们思考的是面向未来5~10年的应用的形态。</p><p>Reality World整个体系分为三个部分：</p><ul><li><strong>Cogine：</strong>是整个应用构建方法的底座和运行时，它定义这种应用的表述格式，以及对这种格式的动态解释和运行时的其它功能。该词的前缀 <em>co-</em> 取自<strong>Co</strong>mplexity system，或者<strong>Co</strong>gnitive computing，或者<strong>Co</strong>nversational computing，这些术语都是Cogine背后的一些技术思想；后缀 <em>-gine</em> 来自于En<strong>gine</strong>。所以可以称之为复杂引擎，认知计算引擎或者对话式计算引擎，其中复杂系统相关的一些理论是它重要的一些设计原则和目标。</li><li><strong>Reality Create：</strong>是这种应用的编辑器。</li><li><strong>Reality World：</strong>是这种应用的一个模拟器，任意一个基于Cogine定义的格式构建的应用程序包，都可以被它直接动态加载和运行。当然作为一个面向用户的应用程序，它还有其它一些功能，比如程序的安全授权管理，多程序的分组以及用户与程序的交互界面等等功能。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="讲什么">讲什么？<a href="#讲什么" class="hash-link" aria-label="讲什么？的直接链接" title="讲什么？的直接链接">​</a></h2><p>基本上，会分享所有关于Reality World的一切，包括它的为什么这么思考，具体的架构设计，以及一个具体的代码实现和Demo演示等。</p><p>计算机和数字化发展这么多年，我们已经积累了非常多的知识、理论和方法，从编程语言、软件工程到各种架构设计模式，而且几乎任何一种新的特别是偏底层的架构设计，往往都面临着跟其它很多模块的交互和协作，所以与单纯了解一种方法本身的知识相比，其背后的逻辑和设计思想有时候更为重要。</p><p>大体上，3~4个小时的演讲分为两个部分：</p><ul><li>约有40%的内容讨论为什么要这么设计</li><li>其它60%则介绍具有的架构设计及代码</li></ul><p>Reality World的目标，是要构建一种新的程序组织和构造的方法，所以最基础的问题就是为什么要构建一种新的方法？我们已经有非常成熟的各种体系，在传统的流程中，比如要构建一个应用程序，首先基本的各种编程语言如C++、Rust、Python、Javascript、C#、Go等基本上解决了大部分的逻辑组织和表达的问题，剩下的主要就是在显示层又会有不同的选择，比如要想实现3D的图形界面，至少得选择一个游戏引擎或者其它具有3D渲染能力的组件或者框架，2D的界面则有更多各式各样的选择，比如iOS和Android都有原生的UI交互框架，也有其它一些如React、Flutter等跨平台或者基于Web的各种框架。</p><p>因此这个其实是Reality World最核心要回答的问题。为什么要设计一种新的方法，我们将主要从两个层面来回答：</p><ul><li>外在层面</li><li>内在层面</li></ul><p><strong>外在层面</strong> 是指在编程语言和传统软件构造方法之外的需求，这部分也是更多对应40%的内容中为什么要这么设计的问题。过去几十年来应用构造的体系基本上都是围绕构建一个单一的程序体被隔离在单一的内存中运行的，在这种背景下，软件之间的功能通常都是相互隔离的，甚至即使是属于同一个用户不同应用之间的数据，虽然看起来都是同一个用户的数据，但是不同的软件之间却无法访问。这种机制在过去几十年都能够很好地解决我们的数字化的问题，直到Web 3.0和元宇宙的出现，这两种新的应用形态似乎都在尝试构建一个共享、互操作的数字世界。这要求应用之间需要高度交互能力，然而这种需求和传统的软件构造方法是天生相悖的，传统软件构造方法建立内存隔离的目的就是保护数据和内存中数据的安全，它的一个基本的安全底座就是系统的内存环境会保护程序内所有的数据，因此传统的编程语言和软件构造方法就没有太多专门针对这些数据的保护措施，但是当我们去掉这个内存保护，要求很多匿名的软件在一个内存环境中进行运行的时候，这种安全性怎么保证。虽然Web Assembly和一些容器等沙盒技术提供了一些解决方案，但是沙盒技术本身更多是为虚拟化而设计，它的主要方法也是建立模拟操作系统的内存保护机制。</p><p>因此，本质上针对这种新的需求，我们要重新思考软件构造方法本身。而要开发一种新的思路，我们就必须要很好地理解现有各种技术的原理及其问题，这里涉及的技术点比如编译器的寻址计算，内存机制，沙盒技术，USD/LLVM/MLIR等一些具有互操作和模块化能力的技术思想，虚拟机的作用，区块链中互操作性架构的一些思想。</p><p>除了外在的需求和驱动，现有的软件构造方法在 <strong>内在层面</strong> 也存在很多问题。一个现实的问题是编程仍然是一份门槛非常高的工作，全世界会编程的人不足0.5%，所以说我们今天的数字化的程度是远远不够的，因为剩下那么多群体能带来多少可能性是不可估量的。尽管现在有大模型这种提升编程效率的技术和方法，但是在软件构造方法本身没有变得更简单之前，也很难解决实质性的问题。</p><p>软件开发是由人去表达人类理解的逻辑流程，然而现代大部分编程语言的核心抽象都还是面向硬件和编译器的，我不是说编程语言一定要是自然语言，但是传统的编程语言中有很多的概念和规则都是面向计算机的。</p><p>首先，比如程序的数据管理是非常复杂的，你必须要定义数据被存放在哪里，怎么初始化，什么时候删除，当你需要执行某个具体逻辑的时候，往往需要搜集各种上下文以计算条件，这些数据充斥在各种结构各种对象中使用各种不同的方法进行封装。我们编程很多时间就是在组织这种数据，决定他们被怎样构造、初始化和存放才能使得获取它们变得更简单而灵活，而且这种结构也复杂往往越混乱，因为这些数据还对应着复杂的运行时状态，这样逻辑的执行就不光取决于数据，该取决于执行时它们的状态，这样你就不得不很好地维护它们正确的状态。</p><p>当一个程序员在思路TA代码中的逻辑跟TA思考现实生活中的某个事情时思路是完全不一样的，在现实中我们往往很少关注一个东西的位置我要把它放在哪里，我去访问的时候它们的组合状态对不对等，现实生活中的一切似乎都是那么自然，我们的精力都在关注事情的逻辑本身。</p><p>其次，程序的结构组织也是非常复杂的，我们人思路现实世界中的问题通常是线性的，先做什么再做什么，我们往往任意用流程图把它画出来，人与人之间的交流也非常简单。程序的流程则通常很难可视化，因为它的表达不是线性的，整个流程有点像一个深度优先的遍历算法，对于每一个开始的节点，它必须进入每个函数的调用链，直到所有的子函数调用都结束才会返回来执行下一步。就像我们人想事情是先把总体流程步骤想好，再去解决具体一个个细节问题，计算机程序是每做一件事情都需要把它的细节全部做完，然后开始下一件事情。你可以说每个函数内部在不去看系函数的时候也是线性的流程，但是你很难进行可视化，因为这些函数内部的细节，它们没有一些规范，函数的输入输出参数定义也不一样。更要命的是，你无法很轻易地对流程进行调试，比如想跳过、新增或者调整某些流程，这可能需要去修改源代码，而源代码通常不是注释那么简单，因为有些流程可能产生关联数据导致后面的流程根本就无法执行。</p><p>我把这个问题称为程序结构的问题，可见我们仍然无法用比较符合直觉的方法去构建逻辑流程。</p><p>所以我认为，编程这个事情的门槛，其实很大程度上并不是来源于编程语言本身，而是在与程序的结构组织和数据管理。这两个层面其实都是和编译器和硬件有关，正是因为编译器需要按照这样的方式编译为硬件可以执行的程序，所以编程语言才是这么设计。</p><p><strong>结合上述外在和内在的问题，Reality World的目标就是，通过深入分析程序构建和执行的整个过程，能不能设计出一种新的方法流程可以同时解决这两个问题。这就是我们这次技术分享会的重点内容</strong>。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="面向的受众群体是谁">面向的受众群体是谁？<a href="#面向的受众群体是谁" class="hash-link" aria-label="面向的受众群体是谁？的直接链接" title="面向的受众群体是谁？的直接链接">​</a></h2><p>本次活动主要面向两类人群：</p><ul><li>希望深入了解相关技术的开发人员</li><li>希望通过深入了解一些技术的思路来更好地理解一些新的技术概念的非技术人员</li></ul><p>对于技术人员，如果你关注以下技术，你可以来听听我的理解：</p><ul><li>游戏引擎架构</li><li>ECS/DOTS</li><li>USD</li><li>LLVM/MLIR</li><li>Rust</li><li>Web Assembly</li><li>编译、解释、链接过程</li><li>面向对象</li><li>函数式编程</li><li>LLM应用</li><li>元宇宙及互操作性</li><li>开放世界和复杂系统架构</li></ul><p>对于非技术人员，可以帮助你更好的理解以下技术概念：</p><ul><li>元宇宙</li><li>大模型应用架构</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源的目的是什么">开源的目的是什么？<a href="#开源的目的是什么" class="hash-link" aria-label="开源的目的是什么？的直接链接" title="开源的目的是什么？的直接链接">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="License的直接链接" title="License的直接链接">​</a></h3><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源什么">开源什么？<a href="#开源什么" class="hash-link" aria-label="开源什么？的直接链接" title="开源什么？的直接链接">​</a></h2><p>基本上，Reality World相关的所有一切都会开源，包括：</p><ul><li>核心代码</li><li>整理手稿：大概20多万字我整整一年记录的一些思考、参考信息和资料</li><li>架构文档：重新整理的系统性的技术文档，大概10多万字</li><li>白皮书</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源信息">开源信息<a href="#开源信息" class="hash-link" aria-label="开源信息的直接链接" title="开源信息的直接链接">​</a></h3><p>活动结束后将会上传代码，仓库地址：</p><p><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer">https://github.com/Cogine/RealityWorld</a></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="开源社区群">开源社区群<a href="#开源社区群" class="hash-link" aria-label="开源社区群的直接链接" title="开源社区群的直接链接">​</a></h3><p>由于人数问题以及广告太多，请先加我微信再社区群：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="活动信息">活动信息<a href="#活动信息" class="hash-link" aria-label="活动信息的直接链接" title="活动信息的直接链接">​</a></h2><p><strong>时间</strong>：2023.10.22</p><p><strong>地点：</strong>上海市长宁区长宁路1189号  长宁来福士办公楼T2座26楼 亚马逊演播厅</p><table><thead><tr><th align="left">时间</th><th>内容</th></tr></thead><tbody><tr><td align="left">13: 20</td><td>签到</td></tr><tr><td align="left">14: 00</td><td>技术分享</td></tr><tr><td align="left">17: 00</td><td>开放讨论</td></tr><tr><td align="left">18: 00</td><td>活动结束</td></tr></tbody></table><h2 class="anchor anchorWithStickyNavbar_LWe7" id="联系我">联系我<a href="#联系我" class="hash-link" aria-label="联系我的直接链接" title="联系我的直接链接">​</a></h2><p>分享者：秦春林</p><p>Reality World 创始人，前华为河图核心成员，<a href="https://github.com/ElvisQin/thegibook" target="_blank" rel="noopener noreferrer">《全局光照技术》</a>《我所理解的Cocos2d-x》作者。</p><p>自去年从华为离职独自创业探索一年半，致力于思考和探索能够为用户体验和生活带来全新价值的软件构造方法，现将这一年的探索毫无保留开源给社区，我将用3个小时非常系统、全面地分享我所有的思考和技术理解。</p><p>欢迎各位朋友与我交流和讨论，我的微信：ARealityWorld。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="官网地址">官网地址<a href="#官网地址" class="hash-link" aria-label="官网地址的直接链接" title="官网地址的直接链接">​</a></h2><p><a href="https://realityworld.com/" target="_blank" rel="noopener noreferrer">https://realityworld.com/</a></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="报名地址">报名地址<a href="#报名地址" class="hash-link" aria-label="报名地址的直接链接" title="报名地址的直接链接">​</a></h2><p><a href="https://9371398676573.huodongxing.com/event/1723877940100" target="_blank" rel="noopener noreferrer">https://9371398676573.huodongxing.com/event/1723877940100</a></p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/open-source">Open source</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="Citation"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/zh/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2023-10-04T00:00:00.000Z" itemprop="datePublished">2023年10月4日</time> · <!-- -->阅读需 1 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="citation">Citation<a href="#citation" class="hash-link" aria-label="Citation的直接链接" title="Citation的直接链接">​</a></h2><p>Cited as:</p><blockquote><p>Qin, Chunlin. (Oct 2023). Conversational computing: a new programming model empower LLM applications. Reality World. <a href="https://realityworld.com/blog/conversational-computing" target="_blank" rel="noopener noreferrer">https://realityworld.com/blog/conversational-computing</a>.</p></blockquote><p>Or</p><div class="language-latex codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-latex codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">@article{qin2023conversational,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  title   = &quot;Conversational computing: a new programming model empower LLM applications&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  author  = &quot;Qin, Chunlin&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  journal = &quot;Reality World&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  year    = &quot;2023&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  month   = &quot;Oct&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  url     = &quot;https://realityworld.com/blog/conversational-computing&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="references">References<a href="#references" class="hash-link" aria-label="References的直接链接" title="References的直接链接">​</a></h2></div><footer class="row docusaurus-mt-lg"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/cogine">Cogine</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。"><link itemprop="image" href="https://realityworld.com/zh/img/blog/2.jpg"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/zh/blog/thinking">对未来数字世界和软件构造的思考</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">2021年8月26日</time> · <!-- -->阅读需 80 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><img loading="lazy" src="/zh/assets/images/2-ea7a0b77be7f3ea877430d34be6a9c33.jpg" width="3360" height="2100" class="img_ev3q"></p><p>经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。</p><p>可能有一些朋友关注过我这一年一直在折腾的Reality World创业的事情，然而很遗憾的是一直没有分享太多关于它的信息。一来是因为它所涉及的技术有比较多的创新尝试，在还没有真正的技术开发实践之前容易引起比较多的争议；二来是因为去年得到了一些大资本极大的兴趣，因此我想着一鼓作气等拿到投资之后再公布一些信息。当然因为各种原因到现在也还没有谈定投资，所以近几个月我就将全部精力用于开发了。经过几个月的艰苦奋战，今天终于有机会可以给大家分享一些我的想法，以及这一年的探索过程。当然Reality World还处于非常早期和原型的阶段，我预计还会再迭代几个版本到v0.5.0左右才会开始正式公布或者内测，所以这里我也不会涉及太多技术细节，但是我可以分享我们想解决什么问题，以及为什么要解决这些问题，并大概说明一些思路，这样大家应该能够初步了解Reality World是什么，同时我觉得，对这些问题的思考其实是非常有价值的部分。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world不是什么">Reality World不是什么？<a href="#reality-world不是什么" class="hash-link" aria-label="Reality World不是什么？的直接链接" title="Reality World不是什么？的直接链接">​</a></h2><p>由于我过去的工作经验和背景，以及Reality Create也包含的3D支持，在我与投资人或者其他朋友交流的过程中，大家普遍的印象是这是一个新的游戏引擎，所以大家的思路就是你跟Unity，Unreal Engine以及甚至包括国内近几年也有很多游戏引擎创业的一些区别或者说竞争关系，而会忽视我们技术上反而是更加核心和创新的部分，所以这个误区的澄清非常重要：</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-create的核心不是一个游戏引擎">Reality Create的核心不是一个游戏引擎！<a href="#reality-create的核心不是一个游戏引擎" class="hash-link" aria-label="Reality Create的核心不是一个游戏引擎！的直接链接" title="Reality Create的核心不是一个游戏引擎！的直接链接">​</a></h3><p>虽然我本人多年的工作经验和背景都是与游戏引擎和渲染相关，同时现代游戏引擎工业的技术也在不断发展，但是我一直觉得制约用户随心所欲表达内容和逻辑的部分主要还是编程语言及其程序运行的机制，而游戏引擎架构和流程本身虽然也很复杂，但这部分都是相对比较确定的，例如除了编程部分，一些美术甚至策划也是能够比较好的使用引擎的一些相关功能，但是与之相反的是，逻辑的表达和编程通常还是需要专门的程序员。虽然一些特定类型的游戏系统可以通过数据驱动或者配置的形式部分实现非程序员的逻辑组织，但这样的架构还是很难做到通用，显然数字世界还有着非常多的各式各样的需求，这些需求需要一些通用的逻辑表达能力。</p><p>所以Reality World的核心是一套运行时，可以部分理解为一个虚拟机，但是与传统单纯解释源代码的编程语言的虚拟机相比，它包含一些源代码解释翻译之外的功能，例如权限验证、沙盒安全与互操作、分布式内容分发与同步、组件的依赖管理和动态加载等等，因此可以理解为Reality World是一个像区块链类似的分布式系统；同时，即使是在源代码的翻译解释部分，Reality World也有着很多区别于传统动态语言虚拟机解释的流程和架构。</p><p>基于这套运行时环境，我们会构建3D引擎的能力以使用户可以开发3D应用程序，但这部分技术跟传统的游戏引擎使用的技术不会有太大差异，当然因为运行时环境不同，与之相关的3D引擎的架构和流程肯定会有一些变化，所以我预期将来Reality Create的流程应该是可以有一些不同的创新体验的。</p><p>除了3D渲染，Reality Create的计划也可以开发2D应用程序，所以我们是用一种统一的编程语言和运行时环境，来统一3D和传统2D应用程序的开发。所以它确切的定位应该是一个基于分布式的、通用的应用构造和开发平台，而不单纯是一个游戏引擎。</p><p>与之相关的是，</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world当然也不是元宇宙项目">Reality World当然也不是元宇宙项目<a href="#reality-world当然也不是元宇宙项目" class="hash-link" aria-label="Reality World当然也不是元宇宙项目的直接链接" title="Reality World当然也不是元宇宙项目的直接链接">​</a></h3><p>不管怎么定义，至少目前的元宇宙大部分都是偏向于3D，然后期望人们有些更多沉浸式的虚拟生活。这在某种程度上说跟Reality World的理念甚至是相反的，从名字就可以看出，我选择Reality这个词，是希望我们能够引导用户更多关注现实，Reality World的目标是希望通过提供更简化、更具互操作性的一些编程体验，使更多的人能够随心所欲地表达TA对现实世界的理解，并将这些理解转化为可交互的数字的形式，与其他更多人分享，我觉得应用的开发和构造与文字、图片、视频以及其他信息载体一样，最大的价值仍然是表达人类大脑中最深刻的思考、智慧和逻辑。</p><p>实际上，我心里面对Reality World的最精准的描述是：</p><p><strong>A self-evolving interoperable system.</strong></p><p>或者：</p><p><strong>Interoperating with multi-applications in a modular and composable system.</strong></p><p>也许看了后面的一些介绍你能够大概理解上面两句话的含义</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="构建一个互操作的数字世界">构建一个互操作的数字世界<a href="#构建一个互操作的数字世界" class="hash-link" aria-label="构建一个互操作的数字世界的直接链接" title="构建一个互操作的数字世界的直接链接">​</a></h2><p><img loading="lazy" alt="img" src="/zh/assets/images/3-2935ce82c46c3780bb9a6be5605f32ff.jpg" width="3356" height="2096" class="img_ev3q"></p><p>互操作是Reality World最核心的机制</p><p>我印象中，工业界和媒体开始真正讨论互操作性及其相关的一些论据，大部分都来源于Tim Sweeney的那篇演讲：<a href="https://link.zhihu.com/?target=https%3A//dl.acm.org/doi/10.1145/3306307.3339844" target="_blank" rel="noopener noreferrer">https://dl.acm.org/doi/10.1145/3306307.3339844</a></p><p>在某种程度上说，Reality World的目标跟Tim的一些描述和愿景是相似的，但也存在比较大的根本不同，我首先描述跟Tim演讲的一些关系和逻辑，然后再介绍我们的思考，通过这些问题就可以比较自然地理解Reality World的目标以及想解决的问题。</p><p>实际上我第一次看到这篇演讲是在去年7月左右，那个时候我的基本架构的构思已经初步完成，尤其是最核心也是最重要的一步基础已经设计好，当时看到这篇演讲感到很多共鸣，也是对自己的一种很大的激励，毕竟有对技术和行业都有非常经验和影响力的大佬也有类似的思考和行动。但从去年到现在，我们还是沿着我们早先的技术思路，基本上并没有去关注和参考太多Epic的东西，实际上我们从技术方案到目标都是有很多不同。</p><p>在技术层面，Tim认为这样的目标大概可能需要10年才能完成，但Epic会朝着这个目标逐步逼近。Epic的路线大概是几步：首先将一些偏社交或者玩家的非专业游戏开发者转移到《堡垒之夜》中，这部分开发者都在《堡垒之夜》的游戏内部而不是单独使用Unreal Engine去创作，这个模式其实类似Roblox的模式，它也是一种游戏引擎这种商业模式的转型：传统的游戏引擎只是一个单机的生成应用程序的软件，开发者开发的内容由自己去分发和运营，这样游戏引擎仅作为一个工具，它只参与程序的开发，而无法参与分发和运营，因此无法形成生态，所以尽管一些引擎有庞大的开发者数量和群体，但是这种数量并没有很有效的方式可以转化为生态。然而Roblox和《堡垒之夜》是一个分布式系统，你的内容必须分发到这个分布式系统中并由特定的客户端运行时环境来运行，而无法像单独的游戏引擎那样自行分发和运营，这样Roblox和《堡垒之夜》就可以参与整个内容的全部生命周期，这样就形成生态，其他的服务都可以通过这套分布式系统进行提供，而对用户的好处也是简化了内容的分发部署，以及更多便捷的集成服务，例如与其他玩家的互动。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/island-ed77d6189ea90804947341de732b2a5f.png" width="1932" height="1162" class="img_ev3q"></p><p>《堡垒之夜》Creative模式</p><p>为了要使用户在《堡垒之夜》中进行内容开发，就带来了两个问题：一是编程语言的问题，二是互操作性的问题。要在《堡垒之夜》中运行一个第三方开发者未受信任的代码，这是一个非常难的问题，这也涉及到Reality World要解决的第一个核心问题。</p><p>现在整个编程语言以及编译的体系架构，都是基于一个假设，即整个应用程序的所有源代码都被编译为一个单一的应用程序，这也即是编译和构造一个应用程序的主体可以认为是只有一个主体，即开发者，不管你背后是一个大团队或者大公司，最终编译发布应用程序的是一个特定的个人、部门或者组织。这样说有什么意思，这就意味着，整个应用程序的安全性由这个单独的主体负责，你需要解决软件的bug，检查所有可能的安全漏洞等等，保证软件最终运行是可靠的。而对于编程语言来讲，它不对软件的安全做任何假设：理论上，只要你拥有源代码，你就可以几乎访问整个应用程序内存中的数据，所以你必须确保你程序中的所有逻辑行为是正常的。如果所有代码都是由你自己公司的程序员编写的，这当然是天经地义的事情，如果你使用了第三方的开源代码或者闭源的二进制库，你必须由你自己去确保这些第三方的代码不会破坏你的软件运行。</p><p>这样天生就将每一个软件当作一个封闭、独立的环境，操作系统的内存分配和管理系统保证你的内存不会被其他进程的程序非法访问，这样软件就可以安全地运行，当然即使如此，你的程序当中涉及对外部数据读取的部分仍然可能导致内存安全问题。然而这种隔离是与我们现实世界的运行方式完全相反的，现实世界整个体系是基于协作和分工来实现文明发展的，计算机本来具有更强大的逻辑体系，然而实际上我们并没有在软件世界建立起比较简单地分工与协作机制。</p><p>现代软件变得越来越复杂，这种复杂的体系结构本来就希望能够借助更多的协作与分工的精神和思想来实现更大的复杂度和功能，这种协作的第一个要求是让未受信任的第三方代码可以在你的内存环境中执行代码。这也是《堡垒之夜》面临的第一个问题。按照现代编程语言的一些思路，一个源代码能够在一个内存环境中被执行，那表示其对应的主体知道和负责其中的安全问题，编程语言本身没有太多机制来解决这个问题。这又分为两种情况：静态语言和动态解释性脚本语言。对于动态而言而言，如lua，它们通常不能直接访问内存，开发者所能操作的都是封装在一定类型和对象中，现代大多数编程语言都按照类型进行寻址，也即是类型系统本身基本上可以保证程序的安全，如果你的源代码不知道一个对象的地址，你就不可能访问到它。然而实际现在大多数编程语言都提供静态变量或者全局常量之类的方式，这种方式使得内存环境中的其他代码可以获取到这些共享信息，从而对软件进行破坏。为了避免这种问题，Roblox就对Lua进行了改造，叫做Luau，比如通过禁止全局变量，以及禁止一些能够访问全局变量的库函数等等机制来实现一种沙盒安全，这样第三方开发者开发的代码就可以放心地在Roblox app中运行。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/luau-8dcd3e07aca728930025b827afc3d0d9.png" width="1446" height="486" class="img_ev3q"></p><p>如果第三方未受信任代码是二进制的机器码，这个问题就更严重了，因为机器码是可以访问内存地址和寄存器的，那可以造成的破坏是无法想象的。然而人们仍然希望能够实现类似分工协作的方式，这方面最具有代表性的例子就是浏览器，浏览器是一个非常复杂的软件，现代浏览器往往都可以支持第三方二进制的插件，来提供一些更高性能的增强功能，例如浏览器的字体渲染往往都是使用第三方字体渲染库。为了解决这种由于未受信任二进制代码导致的安全问题，人们提出一些软件隔离（software-based fault isolation，SFI）技术，相对应操作系统或硬件的内存隔离，SFI是用于构建包含未信任组件的安全系统的一种轻量级方法，能够用于减少由于内存安全bug导致的攻击，SFI通过严格将第三方未信任软件限制在自己的沙盒内存区域，来隔离这种内存安全导致的破坏。用例包括浏览器使用SFI来扩展第三方组件，例如经典的Native Client SFI syetem（NaCI）使用SFI来扩展第三方c库，使得浏览器可以使用如第三方的字体，音频，XML解析等库；在边缘计算节点与第三方未信任客户环境进行联合计算等等。</p><p>NaCI存在较大的运行时性能，因为它的机制一般对第三方代码不做太多要求，假设其按照一般的方法进行开发，然后仅仅在调用这些方法的时候为其分配独立的内存区域进行隔离，它基本上是用软件模拟操作系统的内存隔离机制，比如每次切换都需要保存大量的状态和寄存器地址等等。为了减少这种隔离导致的代价，Web Assembly就使用另一个思路，由于Web Assembly程序都会编译为Wasm文件，由Wasm虚拟机解释执行，而不是底层的二进制代码，所以Web Assembly有机会对程序进行一定的分析，通过基于Control-Flow Integrity (CFI)技术，Web Assembly的编译器可以检查出程序中哪些代码可能会对这种沙盒环境造成破坏，从而禁止这样的代码生成合法的Wasm程序，因此也就实现了沙盒安全。但是由于这种检查是在编译期，并对第三方程序的构造过程有一定的要求，因此在实际执行的时候就可以避免在这种隔离安全的保护机制上花费过多的开销。</p><p>Web Assembly之所以是一种未来非常有潜力的技术，不仅仅得益于对Web的友好，接近机器码的字节码，多语言支持等等，这种沙盒技术也是很大的一个技术点。在Web Assembly之前还没有一种技术可以很好地普及和运用沙盒技术，例如JVM上有一些方案，但大多有些性能问题，或者不能完全保证安全，或者方案比较重。Web Assembly这种优秀的沙盒技术使得沙盒模式在以后的软件构造中可能被大规模使用，也就会实现更多的软件协作与分工，事实上比如现在对未受信任多应用环境要求比较高的环境如区块链就大多转型Web Assembly，而如Docker和Severless这种对虚拟环境要求比较高的环境也在逐步转向Web Assembly。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/verse-3604fc0feca3a40971cf71a64a6a61b6.png" width="1920" height="1079" class="img_ev3q"></p><p>Epic推出Verse language</p><p>回到《堡垒之夜》，Epic显然不可能让玩家使用Unreal Engine的C++或者blueprint开发的应用程序在《堡垒之夜》内存环境中运行，Unreal Engine目前也没有比较成熟的脚本编程语言方案，因此Epic需要开发一套新的脚本语言，这就是今年早些时候发布的Verse programming language。Epic为此挖来了Haskell的作者Simon Peyton Jones，以及之前收购的一个为Unreal Engine开发脚本语言的团队SkookumScript，据说还有写V8内核的作者。</p><p>关于Verse language本身，目前还没有太多信息，但是可以想象这个脚本语言的使命一是为《堡垒之夜》的创作提供一种安全的编程语言，而且可以想象这个脚本语言必然包含一定的沙盒机制，来保证安全性。</p><p>协作的第二个要求是互操作，互操作性的定义如下：</p><blockquote><p><strong>Interoperability</strong> is a characteristic of a product or system to work with other products or systems</p></blockquote><p>互操作通常是和标准相关的：</p><blockquote><p>If two or more systems use commondata formatsandcommunication protocolsand are capable of communicating with each other, they exhibit<em>syntactic interoperability</em>. XML and SQL are examples of common data formats and protocols.</p></blockquote><p>互操作和软件隔离通常是相互矛盾的，互操作表现为我希望更简单更方便地访问别人的数据或接口，而隔离则假设除我之外的代码都是不可信的，不要轻易地访问，或者系统会提供一些机制使这种访问的代价和难度增加。尤其在游戏这种实时的运行环境，这种代价和难度往往意味着性能问题。</p><p>Tim在2019年的演讲中大量提到了标准，为了实现多个独立应用程序之间的协作，那么必然要建立大量的标准，有了这些标准，互操作就变得简单，例如《堡垒之夜》现在的Creative模式实际上已经有了很多标准，比如一个物体怎么摆放在环境中，并可以被其他玩家交互，这都是可以由Device来定义的，这实际上就是一种形式的标准或者接口，后续基于Verse的代码只要遵循这些标准，则可以很轻易的与其他的环境进行交互。</p><p>对这两个问题，Reality World都有着不同的技术思考和方案。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="更轻量级的隔离技术">更轻量级的隔离技术<a href="#更轻量级的隔离技术" class="hash-link" aria-label="更轻量级的隔离技术的直接链接" title="更轻量级的隔离技术的直接链接">​</a></h3><p>尽管Web Assembly的隔离技术非常优异，但是它并没有改变程序本身的构造方式，即如果你的代码本身就不含破坏别人的恶意代码，那么其实你的开发过程与过去的方式并没有什么区别。而Reality World希望简化编程的开发，如本文后面编程方面的内容，我们还希望对编程的体系做出一些调整。因此我们会把各种问题放到一起考虑，而不是单纯一个一个地解决问题。例如软件的可组合性、模块化、编程复杂度的降低、互操作等等。</p><p>如后面的内容所知，我们还对应用程序的构造方法进行了调整，而不是仅仅把程序当作一个黑盒子来进行统一的隔离，例如传统的隔离技术大都是基于比较底层的编译惯例，如方法调用（Calling Convention）来设计隔离机制，这样使得不需要对用户的开发过程造成太大的影响。在Reality Create中，我们的每个组件的很多行为和构造过程是由运行时自动推导进行的，因此我们本身已经对用户的开发过程有一定的影响，这同时也意味着我们对程序的结构有着更多信息，因此我们可以在更上层的地方实现一些隔离机制，同时由于上层的机构包含对程序的更多的信息，因此会带来一些新的灵活性和能力。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性的本质是应用碎片化的问题">互操作性的本质是应用碎片化的问题<a href="#互操作性的本质是应用碎片化的问题" class="hash-link" aria-label="互操作性的本质是应用碎片化的问题的直接链接" title="互操作性的本质是应用碎片化的问题的直接链接">​</a></h3><p>互操作性这个概念，我跟大部分投资人解释基本上都是很难理解的，当然这里可能我对互操作性赋予了更多的意义。从程序机制上来讲，互操作性主要涉及两个独立的程序之间进行相互调用的能力，比如大部分语言都可以通过C接口实现相互调用，再往上一点，任何程序之间传递字符串然后内部进行格式解释，也仍然是能够进行通信的。实际上互联网的机制就是如此，OSI（Open systems Interconnection）的机制就是实现了任何计算机或者任意程序之间的字符串通信，从而解决了整个计算机网络互联的问题。</p><p>传统的软件世界通过一些标准来建立互操作的基础，例如HTML、XML、SQL、USD等等，比如Nvidia就基于USD构建了Omniverse，由于其对USD格式的良好支持，使得其可以兼容大部分的内容制作工具，就构建起一个以Omniverse为中心的内容和应用生态。</p><p>然而这种基于文本标准的方式仍然有一些缺陷，例如其数量是非常少的，通常必须等一个组织对一个标准有一定影响力之后才能形成实时上的标准，被更多的三方兼容和支持。想想现实世界，各个实体之间的交互和联系几乎是无所不在的，例如一个人在路边新开了一家饭店，路过的人随时可以进去吃饭，不会说还要先接一下饭店定义的一个接口。而程序是必须有严格的逻辑的，比如保证地址、参数和接口的一致性才能进行互操作，这给软件世界的互操作带来了一定的困难。我们应用程序开发的流程通常都是先定义内部数据结构，实现软件功能之后，再以一定的形式封装一些接口，并以某种方式公布出来，由感兴趣的三方去集成。然而实际上有大量的软件开发者是没有精力或者能力去提供这些接口的。想象一个场景：开发者A开发了某个应用给用户新增了一种新的健康类的数据信息，这个数据本来是属于用户的，这个时候用户想要用这个数据来实现另一个事情，TA想自己或者说让其他开发者B帮助开发一个应用来使用这些数据，这种情况下通常是做不到的，因为开发者A可能并没有太多动力去提供这个接口，因为TA可能要耗费很大的精力，除非平台提供一些这种非常便利的机制使得TA可以很轻易地暴露出来。</p><p>因此，Reality World的其中一个重要机制，就是要让一个开发者开发的应用，其定义的数据接口非常轻易地被其他开发者开发的应用访问，同时结合上面的沙盒技术保证这种数据访问的安全，这也就是为什么我们的沙盒技术不能只是在最底层实现。</p><p>其实更深刻一点理解，互操作问题其实是一个软件碎片化的问题。传统的软件开发都是先开发内部数据结构和数据存储，然后在必要的时候再把API包装使用某种形式的标准包装成外部接口，这样就造成碎片化，因为即使是针对同样的一类逻辑和数据，不同的应用程序或服务往往会定义不同的数据结构或处理逻辑，这就形成API的碎片化，使得相互之间非常难以协作。试想你可以在两个应用之间协商修改各自的API接口及定义，这是一对一的关系，或者说像支付宝这种平台性质的接口也是容易定义，这是一对多的关系，一对多的关系发展显然是缓慢的，必须让这个“一”有机会且需要时间发展壮大。如果我们希望一种更加高效，更加丰富的协作机制，那么显然我们需要多对多机制，这里面就要求我们对软件开发流程做一些调整。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/usd-1109031da5c391a7ac8194a67e234d38.png" width="1954" height="864" class="img_ev3q"></p><p>Pixar USD</p><p>要想实现这种机制，其实现有的很多技术可以给予很多启示。我们先看USD格式，尽管从表面看USD跟其他的标准类似只是一种数据格式或协议，但实际上它远远不止如此，它还是一种非常易于扩展的格式，它提供了一种plugin的机制使得开发者可以对格式做很多定制和增强功能，并且可以通过一个Schema定义来生成自己定义格式的解析代码，然后通过Plugin来调用自定义的格式解析和代码。这就好比它帮助你编写了文本格式的编解码，尽管看起来不过如此，看起来只是一种模板化的代码生成机制，但是当这种解析代码能够与逻辑高度融为一体的时候，事情的本质发生了一些变化，试想使用USD你的流程是这样：首先针对一种特定数据自定义一个Schema，然后调用USD的API帮助我们生成相关的解析代码，如果这段解析代码能够以某种机制被其他开发者拿到，那么TA的程序就能够轻松解析我们的API。当然如果你修改了Schema，仍然需要对方进行同步，但是这种流程本质上改变了我们的思路：过去我们是先定义内部做法，再与外界沟通，这就容易带来一些复杂度和碎片化；现在是我们先想着自己就是基于一种标准在开发，然后需要的时候就能够很方便地暴露出去，这里USD充当了一种协调的机制并为这种协调的机制提供了一些辅助功能。苹果的usdz格式以及英伟达的MDL都是基于USD的这种扩展能力来实现自定义的资源格式。</p><p>API碎片化的第二个例子是LLVM，本质上LLVM在编译器领域的创新主要做的是模块化，早期的编译器开发，各个前端都要分别集成各个后端，编译器开发的复杂度非常高，这里面其实就是多对多的问题，看似很简单，每个前端与每个后端分别调一调，但随之代码的管理和维护成本是很高的，有时候某些内部设计不一致就会导致大量的重复，这就是碎片化问题。由内而外的设计总是不可避免会导致碎片化，碎片化带来软件复杂度，管理和研发成本。当LLVM提供了一个统一的低层IR表述之后，编译器的复杂度大大降低，比如现在能够很轻易地开发一些DSL语言，因为你完全不需要操心后端，只需要把你的代码生成LLVM IR即可。</p><p>当然LLVM并没有提供类似USD那种生成格式的机制，那是因为LLVM只有一种IR，所以写成一种固定的格式即可，过去的编译流程基本上都比较简单、固定。但是随着现代深度学习编译器的进展，由于深度学习有着相对比较特定的数据表述，各个公司内部都有开发一些特定的编译流程，它是比一般的LLVM IR更上层的抽象，所以我们对多层级IR表述又有了需求，于是在LLVM的基础上又发展出MLIR，它允许开发者社区能够自定义IR。然而与USD的Schema非常相似的地方是，MLIR为了避免碎片化，使不同开发者自定义的IR之间能够更轻易的协作，它也提供了一种类似的代码生成机制，在MLIR中称为Dialect ，例如如下的Dialect定义：</p><div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">def Toy_Dialect : Dialect {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let summary = &quot;Toy IR Dialect&quot;; let description = [{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    This is a much longer description of the</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    Toy dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    ...</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}];</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  // The namespace of our dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let name = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// The C++ namespace that the dialect class // definition resides in.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let cppNamespace = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>生成的C++代码如下：</p><div class="language-cpp codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-cpp codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ToyDialect</span><span class="token plain"> </span><span class="token operator">:</span><span class="token plain"> </span><span class="token base-clause keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token base-clause"> mlir</span><span class="token base-clause double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token base-clause class-name">Dialect</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token operator">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">ToyDialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">MLIRContext </span><span class="token operator">*</span><span class="token plain">context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token operator">:</span><span class="token plain"> mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token function" style="color:rgb(80, 250, 123)">Dialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">TypeID</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token generic-function function" style="color:rgb(80, 250, 123)">get</span><span class="token generic-function generic class-name operator">&lt;</span><span class="token generic-function generic class-name">ToyDialect</span><span class="token generic-function generic class-name operator">&gt;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">static</span><span class="token plain"> llvm</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">StringRef </span><span class="token function" style="color:rgb(80, 250, 123)">getDialectNamespace</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">void</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样多种IR就可以能够被轻易组合使用，你可以选择社区各种丰富的模块进行组合，来生成特定的编译流程，所以MLIR又称作“生成编译器的编译器”。实际上，碎片化在工业界是一个很大的问题，每家公司在开发自己的软件的时候不会考虑那么多，觉得我只要投入研发资源把自己软件做好就行，但是真正在用户侧使用的时候，TA可能需要多个软件是可以相互协作的，甚至你的用户可能就是开发者，这个开发者可能希望不同的软件可以被更高效的集成和管理。LLVM的作者Chris Lattner最新的创业公司Modular实际上核心就是解决这个问题，他的新编程语言Mojo，除了一些语法层面的传统一点的东西，很多核心能力都是来源于底层的MLIR，其中MLIR跟Mojo有更深度的整合，使得Mojo具有很强的元编程能力。Modular的最核心的逻辑其实跟当年的LLVM类似，解决碎片化问题，当然Modular有很多现在软件的运营思路可能会形成更好的平台和生态，因此它是一家商业公司，不仅仅是一个开源项目。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/modular-ec183275c9c4d2f77583a82e8119e52f.png" width="2157" height="1113" class="img_ev3q"></p><p>Modular</p><p>上述的软件架构都为解决应用之间互操作及其碎片化提供了很好的思想，然而为了更好的软件协作，这些机制还不够。上述的软件都是比较偏底层的基础软件，而不是面向上层用户侧的，因此不需要考虑很多其他问题，比如性能和格式的进化。当进入到一个更上层的消费端应用，首先上述的方式在不同的模块之间交换的都是文本数据，如果你让一个实时的游戏内部的每一次互操作都需要编解码文本，这显然是会影响性能的；此外，应用层的需求更容易变化，即使平台提供了一种生成统一格式解析的代码及其发现的机制，但是怎么应对这些格式的更频繁地变化呢？为此，Reality World在这些方面做出了一些创新尝试。</p><p>结合前面讨论的沙盒技术、互操作、碎片化等等机制，Reality World希望能够通过一些创新探索，构建起一个更好的互操作平台，使得上面的应用之间可以更好地协作，它看起来像是基于OSI之上添加的一个互操作层，在这个互操作层中，应用程序操作的是来自其他应用的内存数据，就像你访问自己的内存数据一样简单，尽管这个数据可能来自于其他的服务器。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="新的应用程序构造方法">新的应用程序构造方法<a href="#新的应用程序构造方法" class="hash-link" aria-label="新的应用程序构造方法的直接链接" title="新的应用程序构造方法的直接链接">​</a></h2><p><img loading="lazy" alt="img" src="/zh/assets/images/pl-01db64776749f259941139b1e0b0fd19.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World对程序的构造过程做了很多调整</p><p>我们程序员，终其一生可能都希望能够更好地理解程序到底是怎么运行的，这种理解不光能够让我们更高效地编写更健壮的代码，从而创造软件的价值，同时，编程的机制本身充满着无穷的魅力，因为它可能是人类有史以来能够表达人类大脑中复杂的思维和逻辑的最好的机制之一，它将人类对物理世界的理解及其形成的智慧转化为为人类服务的工具和力量，这是我们热爱编程的其中一些原因。</p><p>十多年来，对于编程，我一直有两种不一样的情感：</p><ul><li>我一直不喜欢面向对象编程的方式</li><li>我更喜欢开发能够用于构造软件的软件</li></ul><p>今天，Reality World的第二个核心关注点和基础就是在这两个方面做出了一些新的探索。世界上只有大约不到0.5%的人是会编写代码的，约3000万左右，所以数字化表达的潜力还远远没有被发挥出来。如果我们将这个数字提升到5亿~10亿，看看还有哪些变革需要发生，可能与你想象中不太一样，编程语言的语法本身可能并不是制约因素。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向对象的本质是隔离">面向对象的本质是隔离<a href="#面向对象的本质是隔离" class="hash-link" aria-label="面向对象的本质是隔离的直接链接" title="面向对象的本质是隔离的直接链接">​</a></h3><p>十多年工作经历，我写过C#、C、C++、Ruby、Lua、Rust等，以及最近一年多，我几乎看了所有能买到跟编程语言和编译等相关的书籍（后面会介绍）。在我写过的代码中，总有一种感觉，不管我看过多少设计模式或者架构相关的资料，我总是觉得很难写出那种逻辑结构特别清晰的架构和代码，因此编程体验像是总有一个什么东西，堵在我的心里。</p><p>我们现代的项目开发使用的编程语言，或多或少大部分是和面向对象相关的，尽管看起来面向对象的本质是让我们更好地封装各自比较独立的逻辑，使大规模软件组织起来更加轻松：你不需要关心其他对象的内部逻辑就可以轻易地和它们一起组合起来协作。</p><p>然而实际上并不是这样，大部分面向对象编程语言会让人（特别是初学者）误以为编程就应该这样，它是在模拟真实世界的运行机制。那为什么这么完美的模型却没有产生这么完美的体验呢？直到最近一年多对面向对象的更多理解（特别是Erlang）才体会到其中一些问题。</p><p>知乎 </p><p><a href="https://www.zhihu.com/people/16d0cb25df98c0c909e60b135a5800c5" target="_blank" rel="noopener noreferrer">@大宽宽</a></p><p> 有一篇回答：<a href="https://www.zhihu.com/question/29888990/answer/703226836" target="_blank" rel="noopener noreferrer">如何看待Erlang之父Joe Armstrong觉得OO编程很烂？</a>，其中引用到Erlang之父Joe Armstrong的一段采访：<a href="https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/" target="_blank" rel="noopener noreferrer">Ralph Johnson, Joe Armstrong on the State of OOP</a></p><blockquote><p>Alan Kay himself wrote this famous thing and said <strong>&quot;The notion of object oriented programming is completely</strong> <a href="https://www.zhihu.com/search?q=misunderstood&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">misunderstood</a><strong>. It&#x27;s not about objects and classes, it&#x27;s all about messages</strong>&quot;. He wrote that and he said that the initial <a href="https://www.zhihu.com/search?q=reaction&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">reaction</a> to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.</p></blockquote><p>Alan Kay认为OOP的核心是关于消息，但是这样说其实我个人觉得并不太好理解到本质，因为消息更像是OOP这种设计下的一种机制或结果，而不是OOP本身的定义。我觉得OOP的本质应该是隔离，只有做到真正的隔离，才能真正降低系统的复杂度，因为绝对的隔离使得你完全不需要也不能了解另一个物体内部的运作，你们只需要通过一些外在的属性进行交互，我们的开发也仅需要了解这些简单的外在属性。现代大部分编程语言更强调的是object和class，认为对象的核心是关于封装，这本身也没有错，封装的目的也一定是为了让别人不需要关注你的内部细节，但问题在于，很多面向对象编程语言忽略了隔离的意义，为了方便程序员更灵活直接地获取数据和方法，提供一些机制，使得一个对象可以很轻易地访问到另一个对象内部的、跟其内部运作相关的数据或方法，这些原本是需要绝对隔离的。这种设计就使得隔离失去了意义，尽管我们可以指定规范要求自己以对象为单位进行绝对隔离，但是大部分情况下，我们很难做到一个很好的设计，最后的结果是程序内部对象之间相互耦合太多，不管是管理、维护、理解起来都是花费很大的精力。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/Robert_Virding_and_Joe_Armstrong-82ddcf57cc160dd3b30ce80b0351bb6b.jpg" width="1155" height="697" class="img_ev3q"></p><p>Erlang之父Joe Armstrong（右）</p><p>Erlang就采用了一种不同的机制，它从语言体系上就不允许对象之间能够直接访问内部数据或方法，每个函数都分配为独立的线程，线程之间只能通过消息进行传递和联系，这样程序员就很难写出耦合比较深的代码，同时这种隔离对并行计算和分布式也带来了好处。所以Joe Armstrong说，根据Alan Kay的描述，Erlang可能是唯一真正面向对象的编程语言：</p><blockquote><p>Erlang has got all these things. It&#x27;s got isolation, it&#x27;s got polymorphism and it&#x27;s got pure messaging. From that point of view, we might say it&#x27;s the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are about</p></blockquote><p>再回过来看面向对象的核心为什么是隔离，是因为真正的隔离机制才能保证避免耦合，才能降低软件复杂度，因为一个大型的软件系统有无数的对象，如果对象之间存在耦合的可能，那维护起来将是非常不容易的。而当你只提供了强隔离的机制，不让程序员能够很方便地获取另一个对象的引用，剩下的结果就是对象之间只能通过消息通信了，这就是Erlang的整个架构设计，这也是为什么Erlang是真正的面向对象编程语言。也因此，消息更像是隔离机制带来的结果。</p><p>就像现实世界一样，微观的每个原子内部都有自己特定的结构，原子之间相互作用形成分子，进一步形成宏观物体，宏观物体通过内部分子结构形成特定的外在属性，但是其他物体与之交互从来不需要了解其中的内部结构，这就是面向对象的美好世界，然而传统的面向对象编程模式则为了便利为一个对象访问另一个对象的内部结构开了一个口子，这个口子不仅破坏了面向对象的编程思想和精髓，也失去了其带来的好处。</p><p>尽管Erlang看起来是一种完美的架构，然而消息通信是一种操作起来不太便利的方式，比如为了进一步解耦它通常是传递字符串消息，字符串需要编解码，带来了性能问题；而另一方面消息编程模型通常是异步的，使得对逻辑的流程管理失去了控制力。Reality World在这两个方面都做了一些创新尝试，使得开发者既可以像传统的局部变量一样去方面其它对象的数据，又可以像Erlang一样拥有绝对的隔离，这种隔离带来编程复杂度上的减少，降低编程门槛。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="程序结构的复杂性">程序结构的复杂性<a href="#程序结构的复杂性" class="hash-link" aria-label="程序结构的复杂性的直接链接" title="程序结构的复杂性的直接链接">​</a></h3><p>对于编程语言本身而言，当前有很多Scratch编程平台，对于一个简单的任务：即只有少量输入和输出，且通常只有一个或少数几个函数的任务，大部分有一些基本逻辑和算术计算能力的人是可以在很短时间内学会的。这说明，单纯的逻辑计算并不复杂。</p><p>然而，真正的软件规模是非常大的，它往往是由众多的开发人员（这些开发人员甚至可能在地理位置上完全隔离）开发的几十甚至上百万行代码的组合，这种规模的软件程序显然不可能仅由简单的变量和函数构成，那样的话我们将很难管理错综交织、复杂的数据和函数引用。在《计算机程序的构造和解释》一书中指出，编程模型本质上要解决的是大规模软件构造的问题，不管是函数式编程还是面向对象编程模型。</p><p>为此，编程语言的设计者在数据和方法的基础上，添加了大量的抽象机制，例如类型、数据结构、继承、多态、重载、接口等等。这些机制的目标是要形成各种抽象，使得其他人员可以不需要关心一些实现细节，只需要关心与之交互的部分，即接口；当然除此之外，这种抽象也是帮助开发人员自身从逻辑上更好地管理自己所编写的众多代码。</p><p>然而正是这些为了帮助人们管理大规模软件构造的机制，提升了编程的门槛，例如非程序员肯定可以很快理解类和对象的概念，但是理解虚函数和多态就是另外一回事了。尽管这些机制的添加看起来是理所当然的，但是稍微深入理解一下编程语言的编译过程可以发现，这些机制通常是跟底层的编译机制相关的，而现代的编译流程又几乎是与底层的硬件架构有关的。例如继承的机制和限制，使得编译器可以计算正确的函数地址，例如你必须要从一堆复杂的代码中拿到一个对象的引用（这使得你不得不把多个代码文件交织在一起）才能正确地访问相应的方法，这使得程序几乎总是充满复杂的引用关系，尽管这看起来像是必须的，例如为了保证安全性，但某种程度上也是因为编译器必须要这样才能获得正确的对象地址，从而访问其中的数据和方法。但是如果仅仅是为了保证安全性，我们可以有很多机制，不是说我一定要每次亲自到一个店买到的东西才是绝对安全的，如果一个快递员本身是某种机制能够保证安全的，我就可以不用亲自去店里就可以获取到我想要的数据，这个时候我要关注的只是什么东西（数据类型），而不是实际物理地址（对象引用）。</p><p>从上面的分析，我们可以将程序的整个结构分为两个部分：其一是单个函数或者单个对象本身的相对比较简单的逻辑，其中可能仅仅涉及最基本的算术和逻辑计算；而另一部分则是为了帮助计算机编译系统（可能也是帮助程序员理解）构造大规模软件提供的一些信息。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/create-83a4808a18d663f143cd67c47dccbd84.png" width="2546" height="1427" class="img_ev3q"></p><p>Reality World在程序结构方面的目标，就是要提供一种系统架构，使得这种程序结构组织的复杂性被隐藏在编译系统和运行时内部，这样开发者就只需要关注最基本的逻辑和算术计算。我们通过提供一些额外的信息来使得运行时系统可以动态推导出一些构成大规模程序需要的结构。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化的数据管理">去中心化的数据管理<a href="#去中心化的数据管理" class="hash-link" aria-label="去中心化的数据管理的直接链接" title="去中心化的数据管理的直接链接">​</a></h3><p>除了编程语言语法和程序结构之外，还有一个通常容易忽略的问题，或者说因为目前编程的大部分都是专业程序员，这个问题看起来理所当然。那就是关于数据管理。数据管理是一个非常重要的问题，因为它既关乎程序的复杂度，又关乎前面提到的互操作性。</p><p>在应用开发中，开发者既需要编写逻辑代码，还需要处理数据管理：数据在什么时候初始化，在那个代码逻辑处初始化，从哪里获取数据进行初始化，对象被修改了怎样保存数据等等，甚至包括为了考虑缓存性能所做出的一些处理，这些工作是非常繁琐的。除此之外，开发者几乎总是还要关心存储，除非是仅存储在本地，否则还需要设置服务器存储和获取一些数据。这些工作对于普通的用户开发应用程序而言都是比较困难的事情。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/graphql-b82a89e1f03ad72a5c43b193911c69a7.png" width="1610" height="399" class="img_ev3q"></p><p>GrapQL</p><p>所以结合上述的程序结构化的自动管理，一种好的策略是程序的数据也可以自动管理，这样就使开发者仅关注一个个独立的基本逻辑和流程，所有涉及到或者说只是编译器或编译系统需要的管理都应该尽可能交给运行时。GraphQL在这方面做出了一些比较好的尝试，开发者只需要告知一个想要的数据类型，就可以很方便的获取到对应的数据，而将这些数据背后的复杂逻辑隐藏起来。</p><p>除了数据本身的管理，数据还涉及到互操作性的问题，用户希望自己一个应用的数据可以被其他应用方便地访问，这些机制都是和数据的管理过程及其设计息息相关的。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="为ai而生的应用程序构造方法">为AI而生的应用程序构造方法<a href="#为ai而生的应用程序构造方法" class="hash-link" aria-label="为AI而生的应用程序构造方法的直接链接" title="为AI而生的应用程序构造方法的直接链接">​</a></h2><p><img loading="lazy" alt="img" src="/zh/assets/images/5-25bf33bec4ab499cbb1f75fe4af6dc4e.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World的程序结构与文本合成是类似的</p><p>ChatGPT席卷了整个世界，或者至少是科技圈，不管是从资本，国企，民企，程序员个人等等都是受到很大的影响，当然也有像我们小孩的妈妈，以及他妈妈的朋友，目前还不太了解ChatGPT是干什么的。</p><p>我于2022年4.30日从华为离职并开始研究和设计Reality World的架构，那个时候的热点还是元宇宙。那个时候，由于没有现在大模型的这种能力，我们当然也没有主要去思考AI方面的，但是从我们自己的设计思路上，我和我们公司的2号员工，在2020年的时候就思考和讨论将来怎样让AI写代码，当然我们说的不是现在这种基于大模型来生成文本的方式生成代码。</p><p>但大模型确实加速了我们的一些想法。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="软件复用与可组合性">软件复用与可组合性<a href="#软件复用与可组合性" class="hash-link" aria-label="软件复用与可组合性的直接链接" title="软件复用与可组合性的直接链接">​</a></h3><p>我们起初的目标是让普通人可以编写代码并构造一个完整的应用程序。这也是我们前面第3部分讨论的内容。然而比较巧合和惊讶的是，至少从我们的设计思路上看：<strong>让普通人会编写代码与让AI编写代码的逻辑是类似的。</strong></p><p>逻辑和流程，本质上都是可以用语言表述的，因此我们人类的任何信息与智慧，当然也可以使用自然语言进行描述。然而语言文字是一种面向人类的信息载体，它是为了便于人类之间进行信息交流而设计的，所以它可能不那么严谨，甚至没有太多结构性，人们之间需要信息编解码，编解码的效率和能力可能差异都非常巨大。而程序，则是在自然语言基础之上加入更多的结构性，它在表述和记载逻辑的同时，可以直接与计算机和其他程序进行沟通，这就使得人类大脑中的逻辑不光可以用于人与人之间的信息交流，还可以更直接地转化为生产力。</p><p>然而要让AI能够生成代码，这件事情肯定是非常复杂的，当然由于ChatGPT的出现相信现在大部分程序员都能够感受到AI的代码生成能力，有些人比较坚信AI能够代替程序员生成程序，有些人则悲观一些，至少在短期内。</p><p>这里暂且不争论AI到底能不能或者什么时候替代程序员，我们回到问题本身。传统的文本合成，计算的是文字与文字之间，句子与句子之间的组合概率，这里有两个事情值得注意：第一是任何字之间都可以组合，所以ChatGPT总是可以给我们答案，哪怕其中的句子组合和逻辑是完全错误的；第二是一般常用于表述正确语法和语义的哪些文字信息是非常多的，也就是说ChatGPT理解我们一般的比较大众化的语义是很容易做到的。</p><p>计算机程序在这两个层面都与一般的文本知识信息不同：首先两段代码是不能简单合成的，两个代码之间在单纯地像两段文字放在一起之外，还需要处理参数的数量，参数的名称，类型，变量从哪里获取，API从哪里获取等等，这远远超出简单文字合成的范围。你可以合成一个文本组合的源代码结果，但是其中的逻辑可能完全是错误的，函数是不存在的，参数是错误的。因此目前来讲，大部分AI还是用于辅助比较局部、独立的代码生成，检查，提示等等，距离构造复杂一点的逻辑显然还缺乏一些基础。当然这并不妨碍它现在就可以作为一个不错的助手。</p><p>我们在Reality World的设计过程中，为了要让普遍用户可以构造程序，将程序的整个构造过程做了多处调整，从类型定义，数据初始化和管理，互操作性，程序结构的推演，线程隔离等等。其中还有一个重要的方面就是组合性，这种组合性使得两个相关的组件，不需要用户手动添加任何参数或者输入输出的设置，就可以正确地构造程序，例如如下的这段复杂的逻辑，整个Graph的节点是不需要用户连接的，全部是自动生成。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/4-c18cbdad8df763f282adf9e615337ed8.jpg" width="3356" height="2096" class="img_ev3q"></p><p>整个程序的连接关系是自动推导的</p><p>这样的组合性看起来是不可思议的，这里我不会讨论具体的实现方式，但是可以这样想象一下：编译器对于一个程序的所有源代码，本来就是首先当成一个个独立的模块进行编译的，只不过编译器除了编译每个指令本身，还使用一些符号表记载了所有外部模块引用的关系和地址，然后在链接阶段将这些地址修改为最终的绝对地址。从这里可以看到，程序的结构是有可能以更底层的方式去完成，而不是把这部分交给程序员。</p><p>这样的组合能力，使得程序的构造过程变成了单纯的合成，没错，这个合成的方式跟文本合成是非常相似的：它们仅仅是放到一起，不需要指定额外的程序结构信息，例如参数，变量，函数地址等等。这样我们就有机会让AI去生成程序，这里AI只需要从一般的文字意义上去理解组件的语义，并给出组件合成序列，而底层的运行时引擎将这些序列转化为真正的程序。</p><p>与直接ChatGPT构造程序代码不同的是，这里的代码一旦被构造，就是正确的，可以运行的，而不需要人去检查其中可能存在的程序逻辑的错误。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向ai的编程系统">面向AI的编程系统<a href="#面向ai的编程系统" class="hash-link" aria-label="面向AI的编程系统的直接链接" title="面向AI的编程系统的直接链接">​</a></h3><p>显然，与直接让AI构造复杂的程序逻辑相比，更好的使用方式可能是AutoGPT或者OpenAI的插件系统，在这种架构中，AI更多是负责比较通用的一些语义理解，然后把具体的一些与领域系统的交互交给专门的插件去解决。</p><p>然而在OpenAI的Plugin系统中，每个Plugin是一个特定的应用，尽管这种描述好的调用逻辑使得ChatGPT可以正确地调用各个应用软件的接口，但如果你的使用本身是要在多个plugin之间建立一些比较复杂的逻辑和流程，或者说我们想构造任意的应用程序，把每个plugin接口当作组件，这就又会回到让AI编写逻辑代码的问题。</p><p>相对于这种Plugin系统，Reality World提供的不是一个单个plugin，而是一种通用编程能力，它可以理解为是一种面向AI的编程系统，因为AI发出的文本序列，会被Reality World当作输入，然后按照程序构造的逻辑去检索相应的组件并组合构造，这样的程序要么是构造不出来的，要么就是至少能够成功运行的，而剩下的正确性问题就取决于组件描述的准确性和AI对语义的理解了。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="拥抱rust">拥抱Rust<a href="#拥抱rust" class="hash-link" aria-label="拥抱Rust的直接链接" title="拥抱Rust的直接链接">​</a></h2><p>我原本以为的开发周期还是会比较长的，毕竟设计的系统设计还是非常复杂的。早先我使用的是C++/C进行开发，进行了一些简单的语言包装和编译流程定制。因为我们2号员工一直是Rust爱好者，一直在鼓动我使用Rust，虽然之前看过Rust的一些介绍，但是感觉还是没有特别的动力去完全切换到Rust。</p><p>后来因为某些原因最终还是选择使用Rust进行开发，开始也是有些不习惯，但是在逐步学习和使用过程中感受到了Rust的好处，这里给大家分享和推荐一下。</p><p>Rust对我而言最大的好处和体验是，迭代速度比较快，这符合我现在的需求。只要代码编译通过，几乎不会花时间去排查一些比较诡异，甚至需要小心翼翼地断步调试才能发现问题的bug，一般有bug就基本上大部分还是逻辑问题，而且Rust编译器可以比较精准地告诉你问题的位置，基本上一看提示就知道该怎么改代码了。</p><p>当然缺点主要是大家讨论比较多的限制了，你得很小心翼翼地设计整个程序的架构，如果像传统C++那样到处是相互引用显然几乎肯定是你完全没法通过编译器，你得设计好整个程序对象的结构，这里推荐Bevy引擎就是非常好的架构，这样的架构几乎能解决大部分相互引用的问题。</p><p>第二个比较大的问题是多次引用和借用的问题了，这个问题相对好解决一点，首先架构好会少掉很多这种问题；其次对于局部的一些方法，实在是不可避免的，万能大法就是复制数据就好，这个也不需要完全回避，毕竟在C++中也经常会存在对象复制；再有稍微复杂一点就是使用move，先将数据move出来，然后进行操作之后再填回去，如果你能保证没有并发问题，这种思路也是一种方法。</p><p>最后，关于有些人会觉得，像Rust这样强迫开发者过早关注架构会影响快速迭代。这一点我不是很赞同，因为任何一个项目，快速迭代也是要正确运行的，而且如果项目本身思考着足够多，或者项目最终肯定是要上线使用的，我觉得慢一点一边迭代一边就把代码架构写的更好，也许最终是一件更好的事情。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="我这一年的创作过程">我这一年的创作过程<a href="#我这一年的创作过程" class="hash-link" aria-label="我这一年的创作过程的直接链接" title="我这一年的创作过程的直接链接">​</a></h2><p>我从2022年4.30日从华为离职，几乎整整一年时间全部都在思考整个系统的设计，以及后期的开发。刚开始2个月，思路还不是特别清晰，只是在不停、疯狂地看书，我几乎把所有能买到的中文跟编程语言和编译相关的书都看了一面。当然我不会逐字逐句慢慢看，都是飞快地浏览，并且脑袋中高速运转着，随时都想着我脑袋中的哪些问题怎么解决，这样带着问题看书的好处是，只要知识之间有一点的相关性，就能够非常敏锐地捕捉并关联上，然后再对这块知识进行深入学习，最终可以跳出单纯的知识本身去应用这些知识，甚至将一种知识的思维用来解决另一个问题。</p><p>整个一年中，我阅读了超过50本相关的书籍，并且大部分比较相关的知识都是反复阅读的。</p><p>早期我习惯使用iPhone的备忘录app记录一些想法，这种方式比较方便，任何时候想到一点东西就可以记下来，很多时候晚上半夜都会起来记录，确实有些东西很快就是可以忘记的。后来体系比较完整的时候我逐步将这些信息整理到Markdown中，并逐步积累，现在整个系统的设计和思考已经超过22万字，整整400多页，里面包含了非常多的技术理解和思考。等适当的时候我会将这些内容整理成图书出版。</p><p>豆瓣上我列了个top 10的图书榜单，编程相关的是：《编译原理》、《Erlang程序设计（第2版）》、《编程语言实现模式》、《游戏机制》、《链接器与加载器》、《Data-oriented design》、《函数式编程思维》、《凤凰架构》。</p><p>除了图书，一些技术架构对我影响比较大的是：Erlang、USD、LLVM、MLIR、ECS、Web Assembly、Machinations、《堡垒之夜》、Snapchat、Bevy等等。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于商业模式">关于商业模式<a href="#关于商业模式" class="hash-link" aria-label="关于商业模式的直接链接" title="关于商业模式的直接链接">​</a></h2><p>可能很多朋友会关心你的商业模式是什么，这里我不想讨论这个问题，目前只跟投资人之间才会讨论这个问题，我当然有很多思考，但是在缺乏很多背景下，我觉得现在在公众场合讨论还是太早。当然我不会介意大家讨论。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="参与reality-world开发">参与Reality World开发<a href="#参与reality-world开发" class="hash-link" aria-label="参与Reality World开发的直接链接" title="参与Reality World开发的直接链接">​</a></h2><p>毫无疑问，Reality World涉及到很多技术思维，甚至包含一些创新尝试，我相信参与这个项目本身肯定会学到很多知识。但现阶段还不能正式公布，我们预计会在6个月左右，在内部迭代一些版本再正式公布，所以在这个阶段我也不会在公众场合讨论太多具体的技术细节。因为在中国做这种事情是非常不容易的，网络上会有各种各样的声音，我不希望受这种干扰，为了把这件事情做成，需要一颗安静的心。</p><p>如果你对Reality World感兴趣，你可以联系我，私人之间有时候我会讨论一些技术。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于融资">关于融资<a href="#关于融资" class="hash-link" aria-label="关于融资的直接链接" title="关于融资的直接链接">​</a></h2><p>坦白说，到目前为止，我还没有拿到任何投资，曾经有非常顶级的资本聊了很久，合伙人也非常认可这个项目的价值，但到现在还没有谈定。在早期，我肯定犯了很多错误，例如对项目的规划，估值预期，甚至表达等等都还是存在一些问题，当然也是一种成长；此外去年又遇到疫情，还有，你懂的，今年的ChatGPT...</p><p>总之，后续的开发肯定还是需要团队和资本，我一个人很难这样一直持续下午，欢迎各位感兴趣的资本、开发者甚至加油助威的朋友与我联系。</p><p>微信：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="后记">后记<a href="#后记" class="hash-link" aria-label="后记的直接链接" title="后记的直接链接">​</a></h2><p>在这一年过程中，我跟很多不同的朋友有过很多交流，很多朋友都在鼓励和支持，希望，最终不会辜负你们！</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li></ul></div></footer></article><nav class="pagination-nav" aria-label="博文列表分页导航"></nav></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" 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class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container margin-vert--lg"><div class="row"><aside class="col col--3"><nav class="sidebar_re4s thin-scrollbar" aria-label="最近博文导航"><div class="sidebarItemTitle_pO2u margin-bottom--md">Recent posts</div><ul class="sidebarItemList_Yudw clean-list"><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/the-evolution-of-ECS">The Evolution of ECS</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a aria-current="page" class="sidebarItemLink_mo7H sidebarItemLinkActive_I1ZP" href="/zh/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><article itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。"><link itemprop="image" href="https://realityworld.com/zh/img/blog/2.jpg"><header><h1 class="title_f1Hy" itemprop="headline">对未来数字世界和软件构造的思考</h1><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">2021年8月26日</time> · <!-- -->阅读需 80 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div id="__blog-post-container" class="markdown" itemprop="articleBody"><p><img loading="lazy" src="/zh/assets/images/2-ea7a0b77be7f3ea877430d34be6a9c33.jpg" width="3360" height="2100" class="img_ev3q"></p><p>经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。</p><p>可能有一些朋友关注过我这一年一直在折腾的Reality World创业的事情，然而很遗憾的是一直没有分享太多关于它的信息。一来是因为它所涉及的技术有比较多的创新尝试，在还没有真正的技术开发实践之前容易引起比较多的争议；二来是因为去年得到了一些大资本极大的兴趣，因此我想着一鼓作气等拿到投资之后再公布一些信息。当然因为各种原因到现在也还没有谈定投资，所以近几个月我就将全部精力用于开发了。经过几个月的艰苦奋战，今天终于有机会可以给大家分享一些我的想法，以及这一年的探索过程。当然Reality World还处于非常早期和原型的阶段，我预计还会再迭代几个版本到v0.5.0左右才会开始正式公布或者内测，所以这里我也不会涉及太多技术细节，但是我可以分享我们想解决什么问题，以及为什么要解决这些问题，并大概说明一些思路，这样大家应该能够初步了解Reality World是什么，同时我觉得，对这些问题的思考其实是非常有价值的部分。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world不是什么">Reality World不是什么？<a href="#reality-world不是什么" class="hash-link" aria-label="Reality World不是什么？的直接链接" title="Reality World不是什么？的直接链接">​</a></h2><p>由于我过去的工作经验和背景，以及Reality Create也包含的3D支持，在我与投资人或者其他朋友交流的过程中，大家普遍的印象是这是一个新的游戏引擎，所以大家的思路就是你跟Unity，Unreal Engine以及甚至包括国内近几年也有很多游戏引擎创业的一些区别或者说竞争关系，而会忽视我们技术上反而是更加核心和创新的部分，所以这个误区的澄清非常重要：</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-create的核心不是一个游戏引擎">Reality Create的核心不是一个游戏引擎！<a href="#reality-create的核心不是一个游戏引擎" class="hash-link" aria-label="Reality Create的核心不是一个游戏引擎！的直接链接" title="Reality Create的核心不是一个游戏引擎！的直接链接">​</a></h3><p>虽然我本人多年的工作经验和背景都是与游戏引擎和渲染相关，同时现代游戏引擎工业的技术也在不断发展，但是我一直觉得制约用户随心所欲表达内容和逻辑的部分主要还是编程语言及其程序运行的机制，而游戏引擎架构和流程本身虽然也很复杂，但这部分都是相对比较确定的，例如除了编程部分，一些美术甚至策划也是能够比较好的使用引擎的一些相关功能，但是与之相反的是，逻辑的表达和编程通常还是需要专门的程序员。虽然一些特定类型的游戏系统可以通过数据驱动或者配置的形式部分实现非程序员的逻辑组织，但这样的架构还是很难做到通用，显然数字世界还有着非常多的各式各样的需求，这些需求需要一些通用的逻辑表达能力。</p><p>所以Reality World的核心是一套运行时，可以部分理解为一个虚拟机，但是与传统单纯解释源代码的编程语言的虚拟机相比，它包含一些源代码解释翻译之外的功能，例如权限验证、沙盒安全与互操作、分布式内容分发与同步、组件的依赖管理和动态加载等等，因此可以理解为Reality World是一个像区块链类似的分布式系统；同时，即使是在源代码的翻译解释部分，Reality World也有着很多区别于传统动态语言虚拟机解释的流程和架构。</p><p>基于这套运行时环境，我们会构建3D引擎的能力以使用户可以开发3D应用程序，但这部分技术跟传统的游戏引擎使用的技术不会有太大差异，当然因为运行时环境不同，与之相关的3D引擎的架构和流程肯定会有一些变化，所以我预期将来Reality Create的流程应该是可以有一些不同的创新体验的。</p><p>除了3D渲染，Reality Create的计划也可以开发2D应用程序，所以我们是用一种统一的编程语言和运行时环境，来统一3D和传统2D应用程序的开发。所以它确切的定位应该是一个基于分布式的、通用的应用构造和开发平台，而不单纯是一个游戏引擎。</p><p>与之相关的是，</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world当然也不是元宇宙项目">Reality World当然也不是元宇宙项目<a href="#reality-world当然也不是元宇宙项目" class="hash-link" aria-label="Reality World当然也不是元宇宙项目的直接链接" title="Reality World当然也不是元宇宙项目的直接链接">​</a></h3><p>不管怎么定义，至少目前的元宇宙大部分都是偏向于3D，然后期望人们有些更多沉浸式的虚拟生活。这在某种程度上说跟Reality World的理念甚至是相反的，从名字就可以看出，我选择Reality这个词，是希望我们能够引导用户更多关注现实，Reality World的目标是希望通过提供更简化、更具互操作性的一些编程体验，使更多的人能够随心所欲地表达TA对现实世界的理解，并将这些理解转化为可交互的数字的形式，与其他更多人分享，我觉得应用的开发和构造与文字、图片、视频以及其他信息载体一样，最大的价值仍然是表达人类大脑中最深刻的思考、智慧和逻辑。</p><p>实际上，我心里面对Reality World的最精准的描述是：</p><p><strong>A self-evolving interoperable system.</strong></p><p>或者：</p><p><strong>Interoperating with multi-applications in a modular and composable system.</strong></p><p>也许看了后面的一些介绍你能够大概理解上面两句话的含义</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="构建一个互操作的数字世界">构建一个互操作的数字世界<a href="#构建一个互操作的数字世界" class="hash-link" aria-label="构建一个互操作的数字世界的直接链接" title="构建一个互操作的数字世界的直接链接">​</a></h2><p><img loading="lazy" alt="img" src="/zh/assets/images/3-2935ce82c46c3780bb9a6be5605f32ff.jpg" width="3356" height="2096" class="img_ev3q"></p><p>互操作是Reality World最核心的机制</p><p>我印象中，工业界和媒体开始真正讨论互操作性及其相关的一些论据，大部分都来源于Tim Sweeney的那篇演讲：<a href="https://link.zhihu.com/?target=https%3A//dl.acm.org/doi/10.1145/3306307.3339844" target="_blank" rel="noopener noreferrer">https://dl.acm.org/doi/10.1145/3306307.3339844</a></p><p>在某种程度上说，Reality World的目标跟Tim的一些描述和愿景是相似的，但也存在比较大的根本不同，我首先描述跟Tim演讲的一些关系和逻辑，然后再介绍我们的思考，通过这些问题就可以比较自然地理解Reality World的目标以及想解决的问题。</p><p>实际上我第一次看到这篇演讲是在去年7月左右，那个时候我的基本架构的构思已经初步完成，尤其是最核心也是最重要的一步基础已经设计好，当时看到这篇演讲感到很多共鸣，也是对自己的一种很大的激励，毕竟有对技术和行业都有非常经验和影响力的大佬也有类似的思考和行动。但从去年到现在，我们还是沿着我们早先的技术思路，基本上并没有去关注和参考太多Epic的东西，实际上我们从技术方案到目标都是有很多不同。</p><p>在技术层面，Tim认为这样的目标大概可能需要10年才能完成，但Epic会朝着这个目标逐步逼近。Epic的路线大概是几步：首先将一些偏社交或者玩家的非专业游戏开发者转移到《堡垒之夜》中，这部分开发者都在《堡垒之夜》的游戏内部而不是单独使用Unreal Engine去创作，这个模式其实类似Roblox的模式，它也是一种游戏引擎这种商业模式的转型：传统的游戏引擎只是一个单机的生成应用程序的软件，开发者开发的内容由自己去分发和运营，这样游戏引擎仅作为一个工具，它只参与程序的开发，而无法参与分发和运营，因此无法形成生态，所以尽管一些引擎有庞大的开发者数量和群体，但是这种数量并没有很有效的方式可以转化为生态。然而Roblox和《堡垒之夜》是一个分布式系统，你的内容必须分发到这个分布式系统中并由特定的客户端运行时环境来运行，而无法像单独的游戏引擎那样自行分发和运营，这样Roblox和《堡垒之夜》就可以参与整个内容的全部生命周期，这样就形成生态，其他的服务都可以通过这套分布式系统进行提供，而对用户的好处也是简化了内容的分发部署，以及更多便捷的集成服务，例如与其他玩家的互动。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/island-ed77d6189ea90804947341de732b2a5f.png" width="1932" height="1162" class="img_ev3q"></p><p>《堡垒之夜》Creative模式</p><p>为了要使用户在《堡垒之夜》中进行内容开发，就带来了两个问题：一是编程语言的问题，二是互操作性的问题。要在《堡垒之夜》中运行一个第三方开发者未受信任的代码，这是一个非常难的问题，这也涉及到Reality World要解决的第一个核心问题。</p><p>现在整个编程语言以及编译的体系架构，都是基于一个假设，即整个应用程序的所有源代码都被编译为一个单一的应用程序，这也即是编译和构造一个应用程序的主体可以认为是只有一个主体，即开发者，不管你背后是一个大团队或者大公司，最终编译发布应用程序的是一个特定的个人、部门或者组织。这样说有什么意思，这就意味着，整个应用程序的安全性由这个单独的主体负责，你需要解决软件的bug，检查所有可能的安全漏洞等等，保证软件最终运行是可靠的。而对于编程语言来讲，它不对软件的安全做任何假设：理论上，只要你拥有源代码，你就可以几乎访问整个应用程序内存中的数据，所以你必须确保你程序中的所有逻辑行为是正常的。如果所有代码都是由你自己公司的程序员编写的，这当然是天经地义的事情，如果你使用了第三方的开源代码或者闭源的二进制库，你必须由你自己去确保这些第三方的代码不会破坏你的软件运行。</p><p>这样天生就将每一个软件当作一个封闭、独立的环境，操作系统的内存分配和管理系统保证你的内存不会被其他进程的程序非法访问，这样软件就可以安全地运行，当然即使如此，你的程序当中涉及对外部数据读取的部分仍然可能导致内存安全问题。然而这种隔离是与我们现实世界的运行方式完全相反的，现实世界整个体系是基于协作和分工来实现文明发展的，计算机本来具有更强大的逻辑体系，然而实际上我们并没有在软件世界建立起比较简单地分工与协作机制。</p><p>现代软件变得越来越复杂，这种复杂的体系结构本来就希望能够借助更多的协作与分工的精神和思想来实现更大的复杂度和功能，这种协作的第一个要求是让未受信任的第三方代码可以在你的内存环境中执行代码。这也是《堡垒之夜》面临的第一个问题。按照现代编程语言的一些思路，一个源代码能够在一个内存环境中被执行，那表示其对应的主体知道和负责其中的安全问题，编程语言本身没有太多机制来解决这个问题。这又分为两种情况：静态语言和动态解释性脚本语言。对于动态而言而言，如lua，它们通常不能直接访问内存，开发者所能操作的都是封装在一定类型和对象中，现代大多数编程语言都按照类型进行寻址，也即是类型系统本身基本上可以保证程序的安全，如果你的源代码不知道一个对象的地址，你就不可能访问到它。然而实际现在大多数编程语言都提供静态变量或者全局常量之类的方式，这种方式使得内存环境中的其他代码可以获取到这些共享信息，从而对软件进行破坏。为了避免这种问题，Roblox就对Lua进行了改造，叫做Luau，比如通过禁止全局变量，以及禁止一些能够访问全局变量的库函数等等机制来实现一种沙盒安全，这样第三方开发者开发的代码就可以放心地在Roblox app中运行。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/luau-8dcd3e07aca728930025b827afc3d0d9.png" width="1446" height="486" class="img_ev3q"></p><p>如果第三方未受信任代码是二进制的机器码，这个问题就更严重了，因为机器码是可以访问内存地址和寄存器的，那可以造成的破坏是无法想象的。然而人们仍然希望能够实现类似分工协作的方式，这方面最具有代表性的例子就是浏览器，浏览器是一个非常复杂的软件，现代浏览器往往都可以支持第三方二进制的插件，来提供一些更高性能的增强功能，例如浏览器的字体渲染往往都是使用第三方字体渲染库。为了解决这种由于未受信任二进制代码导致的安全问题，人们提出一些软件隔离（software-based fault isolation，SFI）技术，相对应操作系统或硬件的内存隔离，SFI是用于构建包含未信任组件的安全系统的一种轻量级方法，能够用于减少由于内存安全bug导致的攻击，SFI通过严格将第三方未信任软件限制在自己的沙盒内存区域，来隔离这种内存安全导致的破坏。用例包括浏览器使用SFI来扩展第三方组件，例如经典的Native Client SFI syetem（NaCI）使用SFI来扩展第三方c库，使得浏览器可以使用如第三方的字体，音频，XML解析等库；在边缘计算节点与第三方未信任客户环境进行联合计算等等。</p><p>NaCI存在较大的运行时性能，因为它的机制一般对第三方代码不做太多要求，假设其按照一般的方法进行开发，然后仅仅在调用这些方法的时候为其分配独立的内存区域进行隔离，它基本上是用软件模拟操作系统的内存隔离机制，比如每次切换都需要保存大量的状态和寄存器地址等等。为了减少这种隔离导致的代价，Web Assembly就使用另一个思路，由于Web Assembly程序都会编译为Wasm文件，由Wasm虚拟机解释执行，而不是底层的二进制代码，所以Web Assembly有机会对程序进行一定的分析，通过基于Control-Flow Integrity (CFI)技术，Web Assembly的编译器可以检查出程序中哪些代码可能会对这种沙盒环境造成破坏，从而禁止这样的代码生成合法的Wasm程序，因此也就实现了沙盒安全。但是由于这种检查是在编译期，并对第三方程序的构造过程有一定的要求，因此在实际执行的时候就可以避免在这种隔离安全的保护机制上花费过多的开销。</p><p>Web Assembly之所以是一种未来非常有潜力的技术，不仅仅得益于对Web的友好，接近机器码的字节码，多语言支持等等，这种沙盒技术也是很大的一个技术点。在Web Assembly之前还没有一种技术可以很好地普及和运用沙盒技术，例如JVM上有一些方案，但大多有些性能问题，或者不能完全保证安全，或者方案比较重。Web Assembly这种优秀的沙盒技术使得沙盒模式在以后的软件构造中可能被大规模使用，也就会实现更多的软件协作与分工，事实上比如现在对未受信任多应用环境要求比较高的环境如区块链就大多转型Web Assembly，而如Docker和Severless这种对虚拟环境要求比较高的环境也在逐步转向Web Assembly。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/verse-3604fc0feca3a40971cf71a64a6a61b6.png" width="1920" height="1079" class="img_ev3q"></p><p>Epic推出Verse language</p><p>回到《堡垒之夜》，Epic显然不可能让玩家使用Unreal Engine的C++或者blueprint开发的应用程序在《堡垒之夜》内存环境中运行，Unreal Engine目前也没有比较成熟的脚本编程语言方案，因此Epic需要开发一套新的脚本语言，这就是今年早些时候发布的Verse programming language。Epic为此挖来了Haskell的作者Simon Peyton Jones，以及之前收购的一个为Unreal Engine开发脚本语言的团队SkookumScript，据说还有写V8内核的作者。</p><p>关于Verse language本身，目前还没有太多信息，但是可以想象这个脚本语言的使命一是为《堡垒之夜》的创作提供一种安全的编程语言，而且可以想象这个脚本语言必然包含一定的沙盒机制，来保证安全性。</p><p>协作的第二个要求是互操作，互操作性的定义如下：</p><blockquote><p><strong>Interoperability</strong> is a characteristic of a product or system to work with other products or systems</p></blockquote><p>互操作通常是和标准相关的：</p><blockquote><p>If two or more systems use commondata formatsandcommunication protocolsand are capable of communicating with each other, they exhibit<em>syntactic interoperability</em>. XML and SQL are examples of common data formats and protocols.</p></blockquote><p>互操作和软件隔离通常是相互矛盾的，互操作表现为我希望更简单更方便地访问别人的数据或接口，而隔离则假设除我之外的代码都是不可信的，不要轻易地访问，或者系统会提供一些机制使这种访问的代价和难度增加。尤其在游戏这种实时的运行环境，这种代价和难度往往意味着性能问题。</p><p>Tim在2019年的演讲中大量提到了标准，为了实现多个独立应用程序之间的协作，那么必然要建立大量的标准，有了这些标准，互操作就变得简单，例如《堡垒之夜》现在的Creative模式实际上已经有了很多标准，比如一个物体怎么摆放在环境中，并可以被其他玩家交互，这都是可以由Device来定义的，这实际上就是一种形式的标准或者接口，后续基于Verse的代码只要遵循这些标准，则可以很轻易的与其他的环境进行交互。</p><p>对这两个问题，Reality World都有着不同的技术思考和方案。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="更轻量级的隔离技术">更轻量级的隔离技术<a href="#更轻量级的隔离技术" class="hash-link" aria-label="更轻量级的隔离技术的直接链接" title="更轻量级的隔离技术的直接链接">​</a></h3><p>尽管Web Assembly的隔离技术非常优异，但是它并没有改变程序本身的构造方式，即如果你的代码本身就不含破坏别人的恶意代码，那么其实你的开发过程与过去的方式并没有什么区别。而Reality World希望简化编程的开发，如本文后面编程方面的内容，我们还希望对编程的体系做出一些调整。因此我们会把各种问题放到一起考虑，而不是单纯一个一个地解决问题。例如软件的可组合性、模块化、编程复杂度的降低、互操作等等。</p><p>如后面的内容所知，我们还对应用程序的构造方法进行了调整，而不是仅仅把程序当作一个黑盒子来进行统一的隔离，例如传统的隔离技术大都是基于比较底层的编译惯例，如方法调用（Calling Convention）来设计隔离机制，这样使得不需要对用户的开发过程造成太大的影响。在Reality Create中，我们的每个组件的很多行为和构造过程是由运行时自动推导进行的，因此我们本身已经对用户的开发过程有一定的影响，这同时也意味着我们对程序的结构有着更多信息，因此我们可以在更上层的地方实现一些隔离机制，同时由于上层的机构包含对程序的更多的信息，因此会带来一些新的灵活性和能力。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性的本质是应用碎片化的问题">互操作性的本质是应用碎片化的问题<a href="#互操作性的本质是应用碎片化的问题" class="hash-link" aria-label="互操作性的本质是应用碎片化的问题的直接链接" title="互操作性的本质是应用碎片化的问题的直接链接">​</a></h3><p>互操作性这个概念，我跟大部分投资人解释基本上都是很难理解的，当然这里可能我对互操作性赋予了更多的意义。从程序机制上来讲，互操作性主要涉及两个独立的程序之间进行相互调用的能力，比如大部分语言都可以通过C接口实现相互调用，再往上一点，任何程序之间传递字符串然后内部进行格式解释，也仍然是能够进行通信的。实际上互联网的机制就是如此，OSI（Open systems Interconnection）的机制就是实现了任何计算机或者任意程序之间的字符串通信，从而解决了整个计算机网络互联的问题。</p><p>传统的软件世界通过一些标准来建立互操作的基础，例如HTML、XML、SQL、USD等等，比如Nvidia就基于USD构建了Omniverse，由于其对USD格式的良好支持，使得其可以兼容大部分的内容制作工具，就构建起一个以Omniverse为中心的内容和应用生态。</p><p>然而这种基于文本标准的方式仍然有一些缺陷，例如其数量是非常少的，通常必须等一个组织对一个标准有一定影响力之后才能形成实时上的标准，被更多的三方兼容和支持。想想现实世界，各个实体之间的交互和联系几乎是无所不在的，例如一个人在路边新开了一家饭店，路过的人随时可以进去吃饭，不会说还要先接一下饭店定义的一个接口。而程序是必须有严格的逻辑的，比如保证地址、参数和接口的一致性才能进行互操作，这给软件世界的互操作带来了一定的困难。我们应用程序开发的流程通常都是先定义内部数据结构，实现软件功能之后，再以一定的形式封装一些接口，并以某种方式公布出来，由感兴趣的三方去集成。然而实际上有大量的软件开发者是没有精力或者能力去提供这些接口的。想象一个场景：开发者A开发了某个应用给用户新增了一种新的健康类的数据信息，这个数据本来是属于用户的，这个时候用户想要用这个数据来实现另一个事情，TA想自己或者说让其他开发者B帮助开发一个应用来使用这些数据，这种情况下通常是做不到的，因为开发者A可能并没有太多动力去提供这个接口，因为TA可能要耗费很大的精力，除非平台提供一些这种非常便利的机制使得TA可以很轻易地暴露出来。</p><p>因此，Reality World的其中一个重要机制，就是要让一个开发者开发的应用，其定义的数据接口非常轻易地被其他开发者开发的应用访问，同时结合上面的沙盒技术保证这种数据访问的安全，这也就是为什么我们的沙盒技术不能只是在最底层实现。</p><p>其实更深刻一点理解，互操作问题其实是一个软件碎片化的问题。传统的软件开发都是先开发内部数据结构和数据存储，然后在必要的时候再把API包装使用某种形式的标准包装成外部接口，这样就造成碎片化，因为即使是针对同样的一类逻辑和数据，不同的应用程序或服务往往会定义不同的数据结构或处理逻辑，这就形成API的碎片化，使得相互之间非常难以协作。试想你可以在两个应用之间协商修改各自的API接口及定义，这是一对一的关系，或者说像支付宝这种平台性质的接口也是容易定义，这是一对多的关系，一对多的关系发展显然是缓慢的，必须让这个“一”有机会且需要时间发展壮大。如果我们希望一种更加高效，更加丰富的协作机制，那么显然我们需要多对多机制，这里面就要求我们对软件开发流程做一些调整。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/usd-1109031da5c391a7ac8194a67e234d38.png" width="1954" height="864" class="img_ev3q"></p><p>Pixar USD</p><p>要想实现这种机制，其实现有的很多技术可以给予很多启示。我们先看USD格式，尽管从表面看USD跟其他的标准类似只是一种数据格式或协议，但实际上它远远不止如此，它还是一种非常易于扩展的格式，它提供了一种plugin的机制使得开发者可以对格式做很多定制和增强功能，并且可以通过一个Schema定义来生成自己定义格式的解析代码，然后通过Plugin来调用自定义的格式解析和代码。这就好比它帮助你编写了文本格式的编解码，尽管看起来不过如此，看起来只是一种模板化的代码生成机制，但是当这种解析代码能够与逻辑高度融为一体的时候，事情的本质发生了一些变化，试想使用USD你的流程是这样：首先针对一种特定数据自定义一个Schema，然后调用USD的API帮助我们生成相关的解析代码，如果这段解析代码能够以某种机制被其他开发者拿到，那么TA的程序就能够轻松解析我们的API。当然如果你修改了Schema，仍然需要对方进行同步，但是这种流程本质上改变了我们的思路：过去我们是先定义内部做法，再与外界沟通，这就容易带来一些复杂度和碎片化；现在是我们先想着自己就是基于一种标准在开发，然后需要的时候就能够很方便地暴露出去，这里USD充当了一种协调的机制并为这种协调的机制提供了一些辅助功能。苹果的usdz格式以及英伟达的MDL都是基于USD的这种扩展能力来实现自定义的资源格式。</p><p>API碎片化的第二个例子是LLVM，本质上LLVM在编译器领域的创新主要做的是模块化，早期的编译器开发，各个前端都要分别集成各个后端，编译器开发的复杂度非常高，这里面其实就是多对多的问题，看似很简单，每个前端与每个后端分别调一调，但随之代码的管理和维护成本是很高的，有时候某些内部设计不一致就会导致大量的重复，这就是碎片化问题。由内而外的设计总是不可避免会导致碎片化，碎片化带来软件复杂度，管理和研发成本。当LLVM提供了一个统一的低层IR表述之后，编译器的复杂度大大降低，比如现在能够很轻易地开发一些DSL语言，因为你完全不需要操心后端，只需要把你的代码生成LLVM IR即可。</p><p>当然LLVM并没有提供类似USD那种生成格式的机制，那是因为LLVM只有一种IR，所以写成一种固定的格式即可，过去的编译流程基本上都比较简单、固定。但是随着现代深度学习编译器的进展，由于深度学习有着相对比较特定的数据表述，各个公司内部都有开发一些特定的编译流程，它是比一般的LLVM IR更上层的抽象，所以我们对多层级IR表述又有了需求，于是在LLVM的基础上又发展出MLIR，它允许开发者社区能够自定义IR。然而与USD的Schema非常相似的地方是，MLIR为了避免碎片化，使不同开发者自定义的IR之间能够更轻易的协作，它也提供了一种类似的代码生成机制，在MLIR中称为Dialect ，例如如下的Dialect定义：</p><div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">def Toy_Dialect : Dialect {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let summary = &quot;Toy IR Dialect&quot;; let description = [{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    This is a much longer description of the</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    Toy dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    ...</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}];</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  // The namespace of our dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let name = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// The C++ namespace that the dialect class // definition resides in.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let cppNamespace = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>生成的C++代码如下：</p><div class="language-cpp codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-cpp codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ToyDialect</span><span class="token plain"> </span><span class="token operator">:</span><span class="token plain"> </span><span class="token base-clause keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token base-clause"> mlir</span><span class="token base-clause double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token base-clause class-name">Dialect</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token operator">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">ToyDialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">MLIRContext </span><span class="token operator">*</span><span class="token plain">context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token operator">:</span><span class="token plain"> mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token function" style="color:rgb(80, 250, 123)">Dialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">TypeID</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token generic-function function" style="color:rgb(80, 250, 123)">get</span><span class="token generic-function generic class-name operator">&lt;</span><span class="token generic-function generic class-name">ToyDialect</span><span class="token generic-function generic class-name operator">&gt;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">static</span><span class="token plain"> llvm</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">StringRef </span><span class="token function" style="color:rgb(80, 250, 123)">getDialectNamespace</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">void</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样多种IR就可以能够被轻易组合使用，你可以选择社区各种丰富的模块进行组合，来生成特定的编译流程，所以MLIR又称作“生成编译器的编译器”。实际上，碎片化在工业界是一个很大的问题，每家公司在开发自己的软件的时候不会考虑那么多，觉得我只要投入研发资源把自己软件做好就行，但是真正在用户侧使用的时候，TA可能需要多个软件是可以相互协作的，甚至你的用户可能就是开发者，这个开发者可能希望不同的软件可以被更高效的集成和管理。LLVM的作者Chris Lattner最新的创业公司Modular实际上核心就是解决这个问题，他的新编程语言Mojo，除了一些语法层面的传统一点的东西，很多核心能力都是来源于底层的MLIR，其中MLIR跟Mojo有更深度的整合，使得Mojo具有很强的元编程能力。Modular的最核心的逻辑其实跟当年的LLVM类似，解决碎片化问题，当然Modular有很多现在软件的运营思路可能会形成更好的平台和生态，因此它是一家商业公司，不仅仅是一个开源项目。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/modular-ec183275c9c4d2f77583a82e8119e52f.png" width="2157" height="1113" class="img_ev3q"></p><p>Modular</p><p>上述的软件架构都为解决应用之间互操作及其碎片化提供了很好的思想，然而为了更好的软件协作，这些机制还不够。上述的软件都是比较偏底层的基础软件，而不是面向上层用户侧的，因此不需要考虑很多其他问题，比如性能和格式的进化。当进入到一个更上层的消费端应用，首先上述的方式在不同的模块之间交换的都是文本数据，如果你让一个实时的游戏内部的每一次互操作都需要编解码文本，这显然是会影响性能的；此外，应用层的需求更容易变化，即使平台提供了一种生成统一格式解析的代码及其发现的机制，但是怎么应对这些格式的更频繁地变化呢？为此，Reality World在这些方面做出了一些创新尝试。</p><p>结合前面讨论的沙盒技术、互操作、碎片化等等机制，Reality World希望能够通过一些创新探索，构建起一个更好的互操作平台，使得上面的应用之间可以更好地协作，它看起来像是基于OSI之上添加的一个互操作层，在这个互操作层中，应用程序操作的是来自其他应用的内存数据，就像你访问自己的内存数据一样简单，尽管这个数据可能来自于其他的服务器。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="新的应用程序构造方法">新的应用程序构造方法<a href="#新的应用程序构造方法" class="hash-link" aria-label="新的应用程序构造方法的直接链接" title="新的应用程序构造方法的直接链接">​</a></h2><p><img loading="lazy" alt="img" src="/zh/assets/images/pl-01db64776749f259941139b1e0b0fd19.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World对程序的构造过程做了很多调整</p><p>我们程序员，终其一生可能都希望能够更好地理解程序到底是怎么运行的，这种理解不光能够让我们更高效地编写更健壮的代码，从而创造软件的价值，同时，编程的机制本身充满着无穷的魅力，因为它可能是人类有史以来能够表达人类大脑中复杂的思维和逻辑的最好的机制之一，它将人类对物理世界的理解及其形成的智慧转化为为人类服务的工具和力量，这是我们热爱编程的其中一些原因。</p><p>十多年来，对于编程，我一直有两种不一样的情感：</p><ul><li>我一直不喜欢面向对象编程的方式</li><li>我更喜欢开发能够用于构造软件的软件</li></ul><p>今天，Reality World的第二个核心关注点和基础就是在这两个方面做出了一些新的探索。世界上只有大约不到0.5%的人是会编写代码的，约3000万左右，所以数字化表达的潜力还远远没有被发挥出来。如果我们将这个数字提升到5亿~10亿，看看还有哪些变革需要发生，可能与你想象中不太一样，编程语言的语法本身可能并不是制约因素。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向对象的本质是隔离">面向对象的本质是隔离<a href="#面向对象的本质是隔离" class="hash-link" aria-label="面向对象的本质是隔离的直接链接" title="面向对象的本质是隔离的直接链接">​</a></h3><p>十多年工作经历，我写过C#、C、C++、Ruby、Lua、Rust等，以及最近一年多，我几乎看了所有能买到跟编程语言和编译等相关的书籍（后面会介绍）。在我写过的代码中，总有一种感觉，不管我看过多少设计模式或者架构相关的资料，我总是觉得很难写出那种逻辑结构特别清晰的架构和代码，因此编程体验像是总有一个什么东西，堵在我的心里。</p><p>我们现代的项目开发使用的编程语言，或多或少大部分是和面向对象相关的，尽管看起来面向对象的本质是让我们更好地封装各自比较独立的逻辑，使大规模软件组织起来更加轻松：你不需要关心其他对象的内部逻辑就可以轻易地和它们一起组合起来协作。</p><p>然而实际上并不是这样，大部分面向对象编程语言会让人（特别是初学者）误以为编程就应该这样，它是在模拟真实世界的运行机制。那为什么这么完美的模型却没有产生这么完美的体验呢？直到最近一年多对面向对象的更多理解（特别是Erlang）才体会到其中一些问题。</p><p>知乎 </p><p><a href="https://www.zhihu.com/people/16d0cb25df98c0c909e60b135a5800c5" target="_blank" rel="noopener noreferrer">@大宽宽</a></p><p> 有一篇回答：<a href="https://www.zhihu.com/question/29888990/answer/703226836" target="_blank" rel="noopener noreferrer">如何看待Erlang之父Joe Armstrong觉得OO编程很烂？</a>，其中引用到Erlang之父Joe Armstrong的一段采访：<a href="https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/" target="_blank" rel="noopener noreferrer">Ralph Johnson, Joe Armstrong on the State of OOP</a></p><blockquote><p>Alan Kay himself wrote this famous thing and said <strong>&quot;The notion of object oriented programming is completely</strong> <a href="https://www.zhihu.com/search?q=misunderstood&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">misunderstood</a><strong>. It&#x27;s not about objects and classes, it&#x27;s all about messages</strong>&quot;. He wrote that and he said that the initial <a href="https://www.zhihu.com/search?q=reaction&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">reaction</a> to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.</p></blockquote><p>Alan Kay认为OOP的核心是关于消息，但是这样说其实我个人觉得并不太好理解到本质，因为消息更像是OOP这种设计下的一种机制或结果，而不是OOP本身的定义。我觉得OOP的本质应该是隔离，只有做到真正的隔离，才能真正降低系统的复杂度，因为绝对的隔离使得你完全不需要也不能了解另一个物体内部的运作，你们只需要通过一些外在的属性进行交互，我们的开发也仅需要了解这些简单的外在属性。现代大部分编程语言更强调的是object和class，认为对象的核心是关于封装，这本身也没有错，封装的目的也一定是为了让别人不需要关注你的内部细节，但问题在于，很多面向对象编程语言忽略了隔离的意义，为了方便程序员更灵活直接地获取数据和方法，提供一些机制，使得一个对象可以很轻易地访问到另一个对象内部的、跟其内部运作相关的数据或方法，这些原本是需要绝对隔离的。这种设计就使得隔离失去了意义，尽管我们可以指定规范要求自己以对象为单位进行绝对隔离，但是大部分情况下，我们很难做到一个很好的设计，最后的结果是程序内部对象之间相互耦合太多，不管是管理、维护、理解起来都是花费很大的精力。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/Robert_Virding_and_Joe_Armstrong-82ddcf57cc160dd3b30ce80b0351bb6b.jpg" width="1155" height="697" class="img_ev3q"></p><p>Erlang之父Joe Armstrong（右）</p><p>Erlang就采用了一种不同的机制，它从语言体系上就不允许对象之间能够直接访问内部数据或方法，每个函数都分配为独立的线程，线程之间只能通过消息进行传递和联系，这样程序员就很难写出耦合比较深的代码，同时这种隔离对并行计算和分布式也带来了好处。所以Joe Armstrong说，根据Alan Kay的描述，Erlang可能是唯一真正面向对象的编程语言：</p><blockquote><p>Erlang has got all these things. It&#x27;s got isolation, it&#x27;s got polymorphism and it&#x27;s got pure messaging. From that point of view, we might say it&#x27;s the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are about</p></blockquote><p>再回过来看面向对象的核心为什么是隔离，是因为真正的隔离机制才能保证避免耦合，才能降低软件复杂度，因为一个大型的软件系统有无数的对象，如果对象之间存在耦合的可能，那维护起来将是非常不容易的。而当你只提供了强隔离的机制，不让程序员能够很方便地获取另一个对象的引用，剩下的结果就是对象之间只能通过消息通信了，这就是Erlang的整个架构设计，这也是为什么Erlang是真正的面向对象编程语言。也因此，消息更像是隔离机制带来的结果。</p><p>就像现实世界一样，微观的每个原子内部都有自己特定的结构，原子之间相互作用形成分子，进一步形成宏观物体，宏观物体通过内部分子结构形成特定的外在属性，但是其他物体与之交互从来不需要了解其中的内部结构，这就是面向对象的美好世界，然而传统的面向对象编程模式则为了便利为一个对象访问另一个对象的内部结构开了一个口子，这个口子不仅破坏了面向对象的编程思想和精髓，也失去了其带来的好处。</p><p>尽管Erlang看起来是一种完美的架构，然而消息通信是一种操作起来不太便利的方式，比如为了进一步解耦它通常是传递字符串消息，字符串需要编解码，带来了性能问题；而另一方面消息编程模型通常是异步的，使得对逻辑的流程管理失去了控制力。Reality World在这两个方面都做了一些创新尝试，使得开发者既可以像传统的局部变量一样去方面其它对象的数据，又可以像Erlang一样拥有绝对的隔离，这种隔离带来编程复杂度上的减少，降低编程门槛。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="程序结构的复杂性">程序结构的复杂性<a href="#程序结构的复杂性" class="hash-link" aria-label="程序结构的复杂性的直接链接" title="程序结构的复杂性的直接链接">​</a></h3><p>对于编程语言本身而言，当前有很多Scratch编程平台，对于一个简单的任务：即只有少量输入和输出，且通常只有一个或少数几个函数的任务，大部分有一些基本逻辑和算术计算能力的人是可以在很短时间内学会的。这说明，单纯的逻辑计算并不复杂。</p><p>然而，真正的软件规模是非常大的，它往往是由众多的开发人员（这些开发人员甚至可能在地理位置上完全隔离）开发的几十甚至上百万行代码的组合，这种规模的软件程序显然不可能仅由简单的变量和函数构成，那样的话我们将很难管理错综交织、复杂的数据和函数引用。在《计算机程序的构造和解释》一书中指出，编程模型本质上要解决的是大规模软件构造的问题，不管是函数式编程还是面向对象编程模型。</p><p>为此，编程语言的设计者在数据和方法的基础上，添加了大量的抽象机制，例如类型、数据结构、继承、多态、重载、接口等等。这些机制的目标是要形成各种抽象，使得其他人员可以不需要关心一些实现细节，只需要关心与之交互的部分，即接口；当然除此之外，这种抽象也是帮助开发人员自身从逻辑上更好地管理自己所编写的众多代码。</p><p>然而正是这些为了帮助人们管理大规模软件构造的机制，提升了编程的门槛，例如非程序员肯定可以很快理解类和对象的概念，但是理解虚函数和多态就是另外一回事了。尽管这些机制的添加看起来是理所当然的，但是稍微深入理解一下编程语言的编译过程可以发现，这些机制通常是跟底层的编译机制相关的，而现代的编译流程又几乎是与底层的硬件架构有关的。例如继承的机制和限制，使得编译器可以计算正确的函数地址，例如你必须要从一堆复杂的代码中拿到一个对象的引用（这使得你不得不把多个代码文件交织在一起）才能正确地访问相应的方法，这使得程序几乎总是充满复杂的引用关系，尽管这看起来像是必须的，例如为了保证安全性，但某种程度上也是因为编译器必须要这样才能获得正确的对象地址，从而访问其中的数据和方法。但是如果仅仅是为了保证安全性，我们可以有很多机制，不是说我一定要每次亲自到一个店买到的东西才是绝对安全的，如果一个快递员本身是某种机制能够保证安全的，我就可以不用亲自去店里就可以获取到我想要的数据，这个时候我要关注的只是什么东西（数据类型），而不是实际物理地址（对象引用）。</p><p>从上面的分析，我们可以将程序的整个结构分为两个部分：其一是单个函数或者单个对象本身的相对比较简单的逻辑，其中可能仅仅涉及最基本的算术和逻辑计算；而另一部分则是为了帮助计算机编译系统（可能也是帮助程序员理解）构造大规模软件提供的一些信息。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/create-83a4808a18d663f143cd67c47dccbd84.png" width="2546" height="1427" class="img_ev3q"></p><p>Reality World在程序结构方面的目标，就是要提供一种系统架构，使得这种程序结构组织的复杂性被隐藏在编译系统和运行时内部，这样开发者就只需要关注最基本的逻辑和算术计算。我们通过提供一些额外的信息来使得运行时系统可以动态推导出一些构成大规模程序需要的结构。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化的数据管理">去中心化的数据管理<a href="#去中心化的数据管理" class="hash-link" aria-label="去中心化的数据管理的直接链接" title="去中心化的数据管理的直接链接">​</a></h3><p>除了编程语言语法和程序结构之外，还有一个通常容易忽略的问题，或者说因为目前编程的大部分都是专业程序员，这个问题看起来理所当然。那就是关于数据管理。数据管理是一个非常重要的问题，因为它既关乎程序的复杂度，又关乎前面提到的互操作性。</p><p>在应用开发中，开发者既需要编写逻辑代码，还需要处理数据管理：数据在什么时候初始化，在那个代码逻辑处初始化，从哪里获取数据进行初始化，对象被修改了怎样保存数据等等，甚至包括为了考虑缓存性能所做出的一些处理，这些工作是非常繁琐的。除此之外，开发者几乎总是还要关心存储，除非是仅存储在本地，否则还需要设置服务器存储和获取一些数据。这些工作对于普通的用户开发应用程序而言都是比较困难的事情。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/graphql-b82a89e1f03ad72a5c43b193911c69a7.png" width="1610" height="399" class="img_ev3q"></p><p>GrapQL</p><p>所以结合上述的程序结构化的自动管理，一种好的策略是程序的数据也可以自动管理，这样就使开发者仅关注一个个独立的基本逻辑和流程，所有涉及到或者说只是编译器或编译系统需要的管理都应该尽可能交给运行时。GraphQL在这方面做出了一些比较好的尝试，开发者只需要告知一个想要的数据类型，就可以很方便的获取到对应的数据，而将这些数据背后的复杂逻辑隐藏起来。</p><p>除了数据本身的管理，数据还涉及到互操作性的问题，用户希望自己一个应用的数据可以被其他应用方便地访问，这些机制都是和数据的管理过程及其设计息息相关的。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="为ai而生的应用程序构造方法">为AI而生的应用程序构造方法<a href="#为ai而生的应用程序构造方法" class="hash-link" aria-label="为AI而生的应用程序构造方法的直接链接" title="为AI而生的应用程序构造方法的直接链接">​</a></h2><p><img loading="lazy" alt="img" src="/zh/assets/images/5-25bf33bec4ab499cbb1f75fe4af6dc4e.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World的程序结构与文本合成是类似的</p><p>ChatGPT席卷了整个世界，或者至少是科技圈，不管是从资本，国企，民企，程序员个人等等都是受到很大的影响，当然也有像我们小孩的妈妈，以及他妈妈的朋友，目前还不太了解ChatGPT是干什么的。</p><p>我于2022年4.30日从华为离职并开始研究和设计Reality World的架构，那个时候的热点还是元宇宙。那个时候，由于没有现在大模型的这种能力，我们当然也没有主要去思考AI方面的，但是从我们自己的设计思路上，我和我们公司的2号员工，在2020年的时候就思考和讨论将来怎样让AI写代码，当然我们说的不是现在这种基于大模型来生成文本的方式生成代码。</p><p>但大模型确实加速了我们的一些想法。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="软件复用与可组合性">软件复用与可组合性<a href="#软件复用与可组合性" class="hash-link" aria-label="软件复用与可组合性的直接链接" title="软件复用与可组合性的直接链接">​</a></h3><p>我们起初的目标是让普通人可以编写代码并构造一个完整的应用程序。这也是我们前面第3部分讨论的内容。然而比较巧合和惊讶的是，至少从我们的设计思路上看：<strong>让普通人会编写代码与让AI编写代码的逻辑是类似的。</strong></p><p>逻辑和流程，本质上都是可以用语言表述的，因此我们人类的任何信息与智慧，当然也可以使用自然语言进行描述。然而语言文字是一种面向人类的信息载体，它是为了便于人类之间进行信息交流而设计的，所以它可能不那么严谨，甚至没有太多结构性，人们之间需要信息编解码，编解码的效率和能力可能差异都非常巨大。而程序，则是在自然语言基础之上加入更多的结构性，它在表述和记载逻辑的同时，可以直接与计算机和其他程序进行沟通，这就使得人类大脑中的逻辑不光可以用于人与人之间的信息交流，还可以更直接地转化为生产力。</p><p>然而要让AI能够生成代码，这件事情肯定是非常复杂的，当然由于ChatGPT的出现相信现在大部分程序员都能够感受到AI的代码生成能力，有些人比较坚信AI能够代替程序员生成程序，有些人则悲观一些，至少在短期内。</p><p>这里暂且不争论AI到底能不能或者什么时候替代程序员，我们回到问题本身。传统的文本合成，计算的是文字与文字之间，句子与句子之间的组合概率，这里有两个事情值得注意：第一是任何字之间都可以组合，所以ChatGPT总是可以给我们答案，哪怕其中的句子组合和逻辑是完全错误的；第二是一般常用于表述正确语法和语义的哪些文字信息是非常多的，也就是说ChatGPT理解我们一般的比较大众化的语义是很容易做到的。</p><p>计算机程序在这两个层面都与一般的文本知识信息不同：首先两段代码是不能简单合成的，两个代码之间在单纯地像两段文字放在一起之外，还需要处理参数的数量，参数的名称，类型，变量从哪里获取，API从哪里获取等等，这远远超出简单文字合成的范围。你可以合成一个文本组合的源代码结果，但是其中的逻辑可能完全是错误的，函数是不存在的，参数是错误的。因此目前来讲，大部分AI还是用于辅助比较局部、独立的代码生成，检查，提示等等，距离构造复杂一点的逻辑显然还缺乏一些基础。当然这并不妨碍它现在就可以作为一个不错的助手。</p><p>我们在Reality World的设计过程中，为了要让普遍用户可以构造程序，将程序的整个构造过程做了多处调整，从类型定义，数据初始化和管理，互操作性，程序结构的推演，线程隔离等等。其中还有一个重要的方面就是组合性，这种组合性使得两个相关的组件，不需要用户手动添加任何参数或者输入输出的设置，就可以正确地构造程序，例如如下的这段复杂的逻辑，整个Graph的节点是不需要用户连接的，全部是自动生成。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/4-c18cbdad8df763f282adf9e615337ed8.jpg" width="3356" height="2096" class="img_ev3q"></p><p>整个程序的连接关系是自动推导的</p><p>这样的组合性看起来是不可思议的，这里我不会讨论具体的实现方式，但是可以这样想象一下：编译器对于一个程序的所有源代码，本来就是首先当成一个个独立的模块进行编译的，只不过编译器除了编译每个指令本身，还使用一些符号表记载了所有外部模块引用的关系和地址，然后在链接阶段将这些地址修改为最终的绝对地址。从这里可以看到，程序的结构是有可能以更底层的方式去完成，而不是把这部分交给程序员。</p><p>这样的组合能力，使得程序的构造过程变成了单纯的合成，没错，这个合成的方式跟文本合成是非常相似的：它们仅仅是放到一起，不需要指定额外的程序结构信息，例如参数，变量，函数地址等等。这样我们就有机会让AI去生成程序，这里AI只需要从一般的文字意义上去理解组件的语义，并给出组件合成序列，而底层的运行时引擎将这些序列转化为真正的程序。</p><p>与直接ChatGPT构造程序代码不同的是，这里的代码一旦被构造，就是正确的，可以运行的，而不需要人去检查其中可能存在的程序逻辑的错误。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向ai的编程系统">面向AI的编程系统<a href="#面向ai的编程系统" class="hash-link" aria-label="面向AI的编程系统的直接链接" title="面向AI的编程系统的直接链接">​</a></h3><p>显然，与直接让AI构造复杂的程序逻辑相比，更好的使用方式可能是AutoGPT或者OpenAI的插件系统，在这种架构中，AI更多是负责比较通用的一些语义理解，然后把具体的一些与领域系统的交互交给专门的插件去解决。</p><p>然而在OpenAI的Plugin系统中，每个Plugin是一个特定的应用，尽管这种描述好的调用逻辑使得ChatGPT可以正确地调用各个应用软件的接口，但如果你的使用本身是要在多个plugin之间建立一些比较复杂的逻辑和流程，或者说我们想构造任意的应用程序，把每个plugin接口当作组件，这就又会回到让AI编写逻辑代码的问题。</p><p>相对于这种Plugin系统，Reality World提供的不是一个单个plugin，而是一种通用编程能力，它可以理解为是一种面向AI的编程系统，因为AI发出的文本序列，会被Reality World当作输入，然后按照程序构造的逻辑去检索相应的组件并组合构造，这样的程序要么是构造不出来的，要么就是至少能够成功运行的，而剩下的正确性问题就取决于组件描述的准确性和AI对语义的理解了。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="拥抱rust">拥抱Rust<a href="#拥抱rust" class="hash-link" aria-label="拥抱Rust的直接链接" title="拥抱Rust的直接链接">​</a></h2><p>我原本以为的开发周期还是会比较长的，毕竟设计的系统设计还是非常复杂的。早先我使用的是C++/C进行开发，进行了一些简单的语言包装和编译流程定制。因为我们2号员工一直是Rust爱好者，一直在鼓动我使用Rust，虽然之前看过Rust的一些介绍，但是感觉还是没有特别的动力去完全切换到Rust。</p><p>后来因为某些原因最终还是选择使用Rust进行开发，开始也是有些不习惯，但是在逐步学习和使用过程中感受到了Rust的好处，这里给大家分享和推荐一下。</p><p>Rust对我而言最大的好处和体验是，迭代速度比较快，这符合我现在的需求。只要代码编译通过，几乎不会花时间去排查一些比较诡异，甚至需要小心翼翼地断步调试才能发现问题的bug，一般有bug就基本上大部分还是逻辑问题，而且Rust编译器可以比较精准地告诉你问题的位置，基本上一看提示就知道该怎么改代码了。</p><p>当然缺点主要是大家讨论比较多的限制了，你得很小心翼翼地设计整个程序的架构，如果像传统C++那样到处是相互引用显然几乎肯定是你完全没法通过编译器，你得设计好整个程序对象的结构，这里推荐Bevy引擎就是非常好的架构，这样的架构几乎能解决大部分相互引用的问题。</p><p>第二个比较大的问题是多次引用和借用的问题了，这个问题相对好解决一点，首先架构好会少掉很多这种问题；其次对于局部的一些方法，实在是不可避免的，万能大法就是复制数据就好，这个也不需要完全回避，毕竟在C++中也经常会存在对象复制；再有稍微复杂一点就是使用move，先将数据move出来，然后进行操作之后再填回去，如果你能保证没有并发问题，这种思路也是一种方法。</p><p>最后，关于有些人会觉得，像Rust这样强迫开发者过早关注架构会影响快速迭代。这一点我不是很赞同，因为任何一个项目，快速迭代也是要正确运行的，而且如果项目本身思考着足够多，或者项目最终肯定是要上线使用的，我觉得慢一点一边迭代一边就把代码架构写的更好，也许最终是一件更好的事情。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="我这一年的创作过程">我这一年的创作过程<a href="#我这一年的创作过程" class="hash-link" aria-label="我这一年的创作过程的直接链接" title="我这一年的创作过程的直接链接">​</a></h2><p>我从2022年4.30日从华为离职，几乎整整一年时间全部都在思考整个系统的设计，以及后期的开发。刚开始2个月，思路还不是特别清晰，只是在不停、疯狂地看书，我几乎把所有能买到的中文跟编程语言和编译相关的书都看了一面。当然我不会逐字逐句慢慢看，都是飞快地浏览，并且脑袋中高速运转着，随时都想着我脑袋中的哪些问题怎么解决，这样带着问题看书的好处是，只要知识之间有一点的相关性，就能够非常敏锐地捕捉并关联上，然后再对这块知识进行深入学习，最终可以跳出单纯的知识本身去应用这些知识，甚至将一种知识的思维用来解决另一个问题。</p><p>整个一年中，我阅读了超过50本相关的书籍，并且大部分比较相关的知识都是反复阅读的。</p><p>早期我习惯使用iPhone的备忘录app记录一些想法，这种方式比较方便，任何时候想到一点东西就可以记下来，很多时候晚上半夜都会起来记录，确实有些东西很快就是可以忘记的。后来体系比较完整的时候我逐步将这些信息整理到Markdown中，并逐步积累，现在整个系统的设计和思考已经超过22万字，整整400多页，里面包含了非常多的技术理解和思考。等适当的时候我会将这些内容整理成图书出版。</p><p>豆瓣上我列了个top 10的图书榜单，编程相关的是：《编译原理》、《Erlang程序设计（第2版）》、《编程语言实现模式》、《游戏机制》、《链接器与加载器》、《Data-oriented design》、《函数式编程思维》、《凤凰架构》。</p><p>除了图书，一些技术架构对我影响比较大的是：Erlang、USD、LLVM、MLIR、ECS、Web Assembly、Machinations、《堡垒之夜》、Snapchat、Bevy等等。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于商业模式">关于商业模式<a href="#关于商业模式" class="hash-link" aria-label="关于商业模式的直接链接" title="关于商业模式的直接链接">​</a></h2><p>可能很多朋友会关心你的商业模式是什么，这里我不想讨论这个问题，目前只跟投资人之间才会讨论这个问题，我当然有很多思考，但是在缺乏很多背景下，我觉得现在在公众场合讨论还是太早。当然我不会介意大家讨论。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="参与reality-world开发">参与Reality World开发<a href="#参与reality-world开发" class="hash-link" aria-label="参与Reality World开发的直接链接" title="参与Reality World开发的直接链接">​</a></h2><p>毫无疑问，Reality World涉及到很多技术思维，甚至包含一些创新尝试，我相信参与这个项目本身肯定会学到很多知识。但现阶段还不能正式公布，我们预计会在6个月左右，在内部迭代一些版本再正式公布，所以在这个阶段我也不会在公众场合讨论太多具体的技术细节。因为在中国做这种事情是非常不容易的，网络上会有各种各样的声音，我不希望受这种干扰，为了把这件事情做成，需要一颗安静的心。</p><p>如果你对Reality World感兴趣，你可以联系我，私人之间有时候我会讨论一些技术。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于融资">关于融资<a href="#关于融资" class="hash-link" aria-label="关于融资的直接链接" title="关于融资的直接链接">​</a></h2><p>坦白说，到目前为止，我还没有拿到任何投资，曾经有非常顶级的资本聊了很久，合伙人也非常认可这个项目的价值，但到现在还没有谈定。在早期，我肯定犯了很多错误，例如对项目的规划，估值预期，甚至表达等等都还是存在一些问题，当然也是一种成长；此外去年又遇到疫情，还有，你懂的，今年的ChatGPT...</p><p>总之，后续的开发肯定还是需要团队和资本，我一个人很难这样一直持续下午，欢迎各位感兴趣的资本、开发者甚至加油助威的朋友与我联系。</p><p>微信：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="后记">后记<a href="#后记" class="hash-link" aria-label="后记的直接链接" title="后记的直接链接">​</a></h2><p>在这一年过程中，我跟很多不同的朋友有过很多交流，很多朋友都在鼓励和支持，希望，最终不会辜负你们！</p></div><footer class="row docusaurus-mt-lg blogPostFooterDetailsFull_mRVl"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li></ul></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="博文分页导航"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/blog/conversational-computing"><div class="pagination-nav__sublabel">较新一篇</div><div class="pagination-nav__label">Conversational computing: a new programming model empower LLM applications</div></a></nav></main><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#reality-world不是什么" class="table-of-contents__link toc-highlight">Reality World不是什么？</a><ul><li><a href="#reality-create的核心不是一个游戏引擎" class="table-of-contents__link toc-highlight">Reality Create的核心不是一个游戏引擎！</a></li><li><a href="#reality-world当然也不是元宇宙项目" class="table-of-contents__link toc-highlight">Reality World当然也不是元宇宙项目</a></li></ul></li><li><a href="#构建一个互操作的数字世界" class="table-of-contents__link toc-highlight">构建一个互操作的数字世界</a><ul><li><a href="#更轻量级的隔离技术" class="table-of-contents__link toc-highlight">更轻量级的隔离技术</a></li><li><a href="#互操作性的本质是应用碎片化的问题" class="table-of-contents__link toc-highlight">互操作性的本质是应用碎片化的问题</a></li></ul></li><li><a href="#新的应用程序构造方法" class="table-of-contents__link toc-highlight">新的应用程序构造方法</a><ul><li><a href="#面向对象的本质是隔离" class="table-of-contents__link toc-highlight">面向对象的本质是隔离</a></li><li><a href="#程序结构的复杂性" class="table-of-contents__link toc-highlight">程序结构的复杂性</a></li><li><a href="#去中心化的数据管理" class="table-of-contents__link toc-highlight">去中心化的数据管理</a></li></ul></li><li><a href="#为ai而生的应用程序构造方法" class="table-of-contents__link toc-highlight">为AI而生的应用程序构造方法</a><ul><li><a href="#软件复用与可组合性" class="table-of-contents__link toc-highlight">软件复用与可组合性</a></li><li><a href="#面向ai的编程系统" class="table-of-contents__link toc-highlight">面向AI的编程系统</a></li></ul></li><li><a href="#拥抱rust" class="table-of-contents__link toc-highlight">拥抱Rust</a></li><li><a href="#我这一年的创作过程" class="table-of-contents__link toc-highlight">我这一年的创作过程</a></li><li><a href="#关于商业模式" class="table-of-contents__link toc-highlight">关于商业模式</a></li><li><a href="#参与reality-world开发" class="table-of-contents__link toc-highlight">参与Reality World开发</a></li><li><a href="#关于融资" class="table-of-contents__link toc-highlight">关于融资</a></li><li><a href="#后记" class="table-of-contents__link toc-highlight">后记</a></li></ul></div></div></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div 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class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container margin-vert--lg"><div class="row"><aside class="col col--3"><nav class="sidebar_re4s thin-scrollbar" aria-label="最近博文导航"><div class="sidebarItemTitle_pO2u margin-bottom--md">Recent posts</div><ul class="sidebarItemList_Yudw clean-list"><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/the-evolution-of-ECS">The Evolution of ECS</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/reality-world-open-source-conference">Reality World 开源技术分享会</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/zh/blog/conversational-computing">Conversational computing: a new programming model empower LLM applications</a></li><li class="sidebarItem__DBe"><a aria-current="page" class="sidebarItemLink_mo7H sidebarItemLinkActive_I1ZP" href="/zh/blog/thinking">对未来数字世界和软件构造的思考</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><article itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><meta itemprop="description" content="经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。"><link itemprop="image" href="https://realityworld.com/zh/img/blog/2.jpg"><header><h1 class="title_f1Hy" itemprop="headline">对未来数字世界和软件构造的思考</h1><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">2021年8月26日</time> · <!-- -->阅读需 80 分钟</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/ElvisQin.png" alt="Chunlin Qin" itemprop="image"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/ElvisQin" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Chunlin Qin</span></a></div><small class="avatar__subtitle" itemprop="description">Creator of Reality World</small></div></div></div></div></header><div id="__blog-post-container" class="markdown" itemprop="articleBody"><p><img loading="lazy" src="/zh/assets/images/2-ea7a0b77be7f3ea877430d34be6a9c33.jpg" width="3360" height="2100" class="img_ev3q"></p><p>经过整整一年的研究、学习、思考、设计与开发，终于完成了Reality Create v0.1.0版本的开发，它实现了Reality World整个计划中最核心的运行时原型，也同时验证了我这一年对未来数字世界和软件构造的思考和探索的最核心部分。</p><p>可能有一些朋友关注过我这一年一直在折腾的Reality World创业的事情，然而很遗憾的是一直没有分享太多关于它的信息。一来是因为它所涉及的技术有比较多的创新尝试，在还没有真正的技术开发实践之前容易引起比较多的争议；二来是因为去年得到了一些大资本极大的兴趣，因此我想着一鼓作气等拿到投资之后再公布一些信息。当然因为各种原因到现在也还没有谈定投资，所以近几个月我就将全部精力用于开发了。经过几个月的艰苦奋战，今天终于有机会可以给大家分享一些我的想法，以及这一年的探索过程。当然Reality World还处于非常早期和原型的阶段，我预计还会再迭代几个版本到v0.5.0左右才会开始正式公布或者内测，所以这里我也不会涉及太多技术细节，但是我可以分享我们想解决什么问题，以及为什么要解决这些问题，并大概说明一些思路，这样大家应该能够初步了解Reality World是什么，同时我觉得，对这些问题的思考其实是非常有价值的部分。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world不是什么">Reality World不是什么？<a href="#reality-world不是什么" class="hash-link" aria-label="Reality World不是什么？的直接链接" title="Reality World不是什么？的直接链接">​</a></h2><p>由于我过去的工作经验和背景，以及Reality Create也包含的3D支持，在我与投资人或者其他朋友交流的过程中，大家普遍的印象是这是一个新的游戏引擎，所以大家的思路就是你跟Unity，Unreal Engine以及甚至包括国内近几年也有很多游戏引擎创业的一些区别或者说竞争关系，而会忽视我们技术上反而是更加核心和创新的部分，所以这个误区的澄清非常重要：</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-create的核心不是一个游戏引擎">Reality Create的核心不是一个游戏引擎！<a href="#reality-create的核心不是一个游戏引擎" class="hash-link" aria-label="Reality Create的核心不是一个游戏引擎！的直接链接" title="Reality Create的核心不是一个游戏引擎！的直接链接">​</a></h3><p>虽然我本人多年的工作经验和背景都是与游戏引擎和渲染相关，同时现代游戏引擎工业的技术也在不断发展，但是我一直觉得制约用户随心所欲表达内容和逻辑的部分主要还是编程语言及其程序运行的机制，而游戏引擎架构和流程本身虽然也很复杂，但这部分都是相对比较确定的，例如除了编程部分，一些美术甚至策划也是能够比较好的使用引擎的一些相关功能，但是与之相反的是，逻辑的表达和编程通常还是需要专门的程序员。虽然一些特定类型的游戏系统可以通过数据驱动或者配置的形式部分实现非程序员的逻辑组织，但这样的架构还是很难做到通用，显然数字世界还有着非常多的各式各样的需求，这些需求需要一些通用的逻辑表达能力。</p><p>所以Reality World的核心是一套运行时，可以部分理解为一个虚拟机，但是与传统单纯解释源代码的编程语言的虚拟机相比，它包含一些源代码解释翻译之外的功能，例如权限验证、沙盒安全与互操作、分布式内容分发与同步、组件的依赖管理和动态加载等等，因此可以理解为Reality World是一个像区块链类似的分布式系统；同时，即使是在源代码的翻译解释部分，Reality World也有着很多区别于传统动态语言虚拟机解释的流程和架构。</p><p>基于这套运行时环境，我们会构建3D引擎的能力以使用户可以开发3D应用程序，但这部分技术跟传统的游戏引擎使用的技术不会有太大差异，当然因为运行时环境不同，与之相关的3D引擎的架构和流程肯定会有一些变化，所以我预期将来Reality Create的流程应该是可以有一些不同的创新体验的。</p><p>除了3D渲染，Reality Create的计划也可以开发2D应用程序，所以我们是用一种统一的编程语言和运行时环境，来统一3D和传统2D应用程序的开发。所以它确切的定位应该是一个基于分布式的、通用的应用构造和开发平台，而不单纯是一个游戏引擎。</p><p>与之相关的是，</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reality-world当然也不是元宇宙项目">Reality World当然也不是元宇宙项目<a href="#reality-world当然也不是元宇宙项目" class="hash-link" aria-label="Reality World当然也不是元宇宙项目的直接链接" title="Reality World当然也不是元宇宙项目的直接链接">​</a></h3><p>不管怎么定义，至少目前的元宇宙大部分都是偏向于3D，然后期望人们有些更多沉浸式的虚拟生活。这在某种程度上说跟Reality World的理念甚至是相反的，从名字就可以看出，我选择Reality这个词，是希望我们能够引导用户更多关注现实，Reality World的目标是希望通过提供更简化、更具互操作性的一些编程体验，使更多的人能够随心所欲地表达TA对现实世界的理解，并将这些理解转化为可交互的数字的形式，与其他更多人分享，我觉得应用的开发和构造与文字、图片、视频以及其他信息载体一样，最大的价值仍然是表达人类大脑中最深刻的思考、智慧和逻辑。</p><p>实际上，我心里面对Reality World的最精准的描述是：</p><p><strong>A self-evolving interoperable system.</strong></p><p>或者：</p><p><strong>Interoperating with multi-applications in a modular and composable system.</strong></p><p>也许看了后面的一些介绍你能够大概理解上面两句话的含义</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="构建一个互操作的数字世界">构建一个互操作的数字世界<a href="#构建一个互操作的数字世界" class="hash-link" aria-label="构建一个互操作的数字世界的直接链接" title="构建一个互操作的数字世界的直接链接">​</a></h2><p><img loading="lazy" alt="img" src="/zh/assets/images/3-2935ce82c46c3780bb9a6be5605f32ff.jpg" width="3356" height="2096" class="img_ev3q"></p><p>互操作是Reality World最核心的机制</p><p>我印象中，工业界和媒体开始真正讨论互操作性及其相关的一些论据，大部分都来源于Tim Sweeney的那篇演讲：<a href="https://link.zhihu.com/?target=https%3A//dl.acm.org/doi/10.1145/3306307.3339844" target="_blank" rel="noopener noreferrer">https://dl.acm.org/doi/10.1145/3306307.3339844</a></p><p>在某种程度上说，Reality World的目标跟Tim的一些描述和愿景是相似的，但也存在比较大的根本不同，我首先描述跟Tim演讲的一些关系和逻辑，然后再介绍我们的思考，通过这些问题就可以比较自然地理解Reality World的目标以及想解决的问题。</p><p>实际上我第一次看到这篇演讲是在去年7月左右，那个时候我的基本架构的构思已经初步完成，尤其是最核心也是最重要的一步基础已经设计好，当时看到这篇演讲感到很多共鸣，也是对自己的一种很大的激励，毕竟有对技术和行业都有非常经验和影响力的大佬也有类似的思考和行动。但从去年到现在，我们还是沿着我们早先的技术思路，基本上并没有去关注和参考太多Epic的东西，实际上我们从技术方案到目标都是有很多不同。</p><p>在技术层面，Tim认为这样的目标大概可能需要10年才能完成，但Epic会朝着这个目标逐步逼近。Epic的路线大概是几步：首先将一些偏社交或者玩家的非专业游戏开发者转移到《堡垒之夜》中，这部分开发者都在《堡垒之夜》的游戏内部而不是单独使用Unreal Engine去创作，这个模式其实类似Roblox的模式，它也是一种游戏引擎这种商业模式的转型：传统的游戏引擎只是一个单机的生成应用程序的软件，开发者开发的内容由自己去分发和运营，这样游戏引擎仅作为一个工具，它只参与程序的开发，而无法参与分发和运营，因此无法形成生态，所以尽管一些引擎有庞大的开发者数量和群体，但是这种数量并没有很有效的方式可以转化为生态。然而Roblox和《堡垒之夜》是一个分布式系统，你的内容必须分发到这个分布式系统中并由特定的客户端运行时环境来运行，而无法像单独的游戏引擎那样自行分发和运营，这样Roblox和《堡垒之夜》就可以参与整个内容的全部生命周期，这样就形成生态，其他的服务都可以通过这套分布式系统进行提供，而对用户的好处也是简化了内容的分发部署，以及更多便捷的集成服务，例如与其他玩家的互动。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/island-ed77d6189ea90804947341de732b2a5f.png" width="1932" height="1162" class="img_ev3q"></p><p>《堡垒之夜》Creative模式</p><p>为了要使用户在《堡垒之夜》中进行内容开发，就带来了两个问题：一是编程语言的问题，二是互操作性的问题。要在《堡垒之夜》中运行一个第三方开发者未受信任的代码，这是一个非常难的问题，这也涉及到Reality World要解决的第一个核心问题。</p><p>现在整个编程语言以及编译的体系架构，都是基于一个假设，即整个应用程序的所有源代码都被编译为一个单一的应用程序，这也即是编译和构造一个应用程序的主体可以认为是只有一个主体，即开发者，不管你背后是一个大团队或者大公司，最终编译发布应用程序的是一个特定的个人、部门或者组织。这样说有什么意思，这就意味着，整个应用程序的安全性由这个单独的主体负责，你需要解决软件的bug，检查所有可能的安全漏洞等等，保证软件最终运行是可靠的。而对于编程语言来讲，它不对软件的安全做任何假设：理论上，只要你拥有源代码，你就可以几乎访问整个应用程序内存中的数据，所以你必须确保你程序中的所有逻辑行为是正常的。如果所有代码都是由你自己公司的程序员编写的，这当然是天经地义的事情，如果你使用了第三方的开源代码或者闭源的二进制库，你必须由你自己去确保这些第三方的代码不会破坏你的软件运行。</p><p>这样天生就将每一个软件当作一个封闭、独立的环境，操作系统的内存分配和管理系统保证你的内存不会被其他进程的程序非法访问，这样软件就可以安全地运行，当然即使如此，你的程序当中涉及对外部数据读取的部分仍然可能导致内存安全问题。然而这种隔离是与我们现实世界的运行方式完全相反的，现实世界整个体系是基于协作和分工来实现文明发展的，计算机本来具有更强大的逻辑体系，然而实际上我们并没有在软件世界建立起比较简单地分工与协作机制。</p><p>现代软件变得越来越复杂，这种复杂的体系结构本来就希望能够借助更多的协作与分工的精神和思想来实现更大的复杂度和功能，这种协作的第一个要求是让未受信任的第三方代码可以在你的内存环境中执行代码。这也是《堡垒之夜》面临的第一个问题。按照现代编程语言的一些思路，一个源代码能够在一个内存环境中被执行，那表示其对应的主体知道和负责其中的安全问题，编程语言本身没有太多机制来解决这个问题。这又分为两种情况：静态语言和动态解释性脚本语言。对于动态而言而言，如lua，它们通常不能直接访问内存，开发者所能操作的都是封装在一定类型和对象中，现代大多数编程语言都按照类型进行寻址，也即是类型系统本身基本上可以保证程序的安全，如果你的源代码不知道一个对象的地址，你就不可能访问到它。然而实际现在大多数编程语言都提供静态变量或者全局常量之类的方式，这种方式使得内存环境中的其他代码可以获取到这些共享信息，从而对软件进行破坏。为了避免这种问题，Roblox就对Lua进行了改造，叫做Luau，比如通过禁止全局变量，以及禁止一些能够访问全局变量的库函数等等机制来实现一种沙盒安全，这样第三方开发者开发的代码就可以放心地在Roblox app中运行。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/luau-8dcd3e07aca728930025b827afc3d0d9.png" width="1446" height="486" class="img_ev3q"></p><p>如果第三方未受信任代码是二进制的机器码，这个问题就更严重了，因为机器码是可以访问内存地址和寄存器的，那可以造成的破坏是无法想象的。然而人们仍然希望能够实现类似分工协作的方式，这方面最具有代表性的例子就是浏览器，浏览器是一个非常复杂的软件，现代浏览器往往都可以支持第三方二进制的插件，来提供一些更高性能的增强功能，例如浏览器的字体渲染往往都是使用第三方字体渲染库。为了解决这种由于未受信任二进制代码导致的安全问题，人们提出一些软件隔离（software-based fault isolation，SFI）技术，相对应操作系统或硬件的内存隔离，SFI是用于构建包含未信任组件的安全系统的一种轻量级方法，能够用于减少由于内存安全bug导致的攻击，SFI通过严格将第三方未信任软件限制在自己的沙盒内存区域，来隔离这种内存安全导致的破坏。用例包括浏览器使用SFI来扩展第三方组件，例如经典的Native Client SFI syetem（NaCI）使用SFI来扩展第三方c库，使得浏览器可以使用如第三方的字体，音频，XML解析等库；在边缘计算节点与第三方未信任客户环境进行联合计算等等。</p><p>NaCI存在较大的运行时性能，因为它的机制一般对第三方代码不做太多要求，假设其按照一般的方法进行开发，然后仅仅在调用这些方法的时候为其分配独立的内存区域进行隔离，它基本上是用软件模拟操作系统的内存隔离机制，比如每次切换都需要保存大量的状态和寄存器地址等等。为了减少这种隔离导致的代价，Web Assembly就使用另一个思路，由于Web Assembly程序都会编译为Wasm文件，由Wasm虚拟机解释执行，而不是底层的二进制代码，所以Web Assembly有机会对程序进行一定的分析，通过基于Control-Flow Integrity (CFI)技术，Web Assembly的编译器可以检查出程序中哪些代码可能会对这种沙盒环境造成破坏，从而禁止这样的代码生成合法的Wasm程序，因此也就实现了沙盒安全。但是由于这种检查是在编译期，并对第三方程序的构造过程有一定的要求，因此在实际执行的时候就可以避免在这种隔离安全的保护机制上花费过多的开销。</p><p>Web Assembly之所以是一种未来非常有潜力的技术，不仅仅得益于对Web的友好，接近机器码的字节码，多语言支持等等，这种沙盒技术也是很大的一个技术点。在Web Assembly之前还没有一种技术可以很好地普及和运用沙盒技术，例如JVM上有一些方案，但大多有些性能问题，或者不能完全保证安全，或者方案比较重。Web Assembly这种优秀的沙盒技术使得沙盒模式在以后的软件构造中可能被大规模使用，也就会实现更多的软件协作与分工，事实上比如现在对未受信任多应用环境要求比较高的环境如区块链就大多转型Web Assembly，而如Docker和Severless这种对虚拟环境要求比较高的环境也在逐步转向Web Assembly。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/verse-3604fc0feca3a40971cf71a64a6a61b6.png" width="1920" height="1079" class="img_ev3q"></p><p>Epic推出Verse language</p><p>回到《堡垒之夜》，Epic显然不可能让玩家使用Unreal Engine的C++或者blueprint开发的应用程序在《堡垒之夜》内存环境中运行，Unreal Engine目前也没有比较成熟的脚本编程语言方案，因此Epic需要开发一套新的脚本语言，这就是今年早些时候发布的Verse programming language。Epic为此挖来了Haskell的作者Simon Peyton Jones，以及之前收购的一个为Unreal Engine开发脚本语言的团队SkookumScript，据说还有写V8内核的作者。</p><p>关于Verse language本身，目前还没有太多信息，但是可以想象这个脚本语言的使命一是为《堡垒之夜》的创作提供一种安全的编程语言，而且可以想象这个脚本语言必然包含一定的沙盒机制，来保证安全性。</p><p>协作的第二个要求是互操作，互操作性的定义如下：</p><blockquote><p><strong>Interoperability</strong> is a characteristic of a product or system to work with other products or systems</p></blockquote><p>互操作通常是和标准相关的：</p><blockquote><p>If two or more systems use commondata formatsandcommunication protocolsand are capable of communicating with each other, they exhibit<em>syntactic interoperability</em>. XML and SQL are examples of common data formats and protocols.</p></blockquote><p>互操作和软件隔离通常是相互矛盾的，互操作表现为我希望更简单更方便地访问别人的数据或接口，而隔离则假设除我之外的代码都是不可信的，不要轻易地访问，或者系统会提供一些机制使这种访问的代价和难度增加。尤其在游戏这种实时的运行环境，这种代价和难度往往意味着性能问题。</p><p>Tim在2019年的演讲中大量提到了标准，为了实现多个独立应用程序之间的协作，那么必然要建立大量的标准，有了这些标准，互操作就变得简单，例如《堡垒之夜》现在的Creative模式实际上已经有了很多标准，比如一个物体怎么摆放在环境中，并可以被其他玩家交互，这都是可以由Device来定义的，这实际上就是一种形式的标准或者接口，后续基于Verse的代码只要遵循这些标准，则可以很轻易的与其他的环境进行交互。</p><p>对这两个问题，Reality World都有着不同的技术思考和方案。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="更轻量级的隔离技术">更轻量级的隔离技术<a href="#更轻量级的隔离技术" class="hash-link" aria-label="更轻量级的隔离技术的直接链接" title="更轻量级的隔离技术的直接链接">​</a></h3><p>尽管Web Assembly的隔离技术非常优异，但是它并没有改变程序本身的构造方式，即如果你的代码本身就不含破坏别人的恶意代码，那么其实你的开发过程与过去的方式并没有什么区别。而Reality World希望简化编程的开发，如本文后面编程方面的内容，我们还希望对编程的体系做出一些调整。因此我们会把各种问题放到一起考虑，而不是单纯一个一个地解决问题。例如软件的可组合性、模块化、编程复杂度的降低、互操作等等。</p><p>如后面的内容所知，我们还对应用程序的构造方法进行了调整，而不是仅仅把程序当作一个黑盒子来进行统一的隔离，例如传统的隔离技术大都是基于比较底层的编译惯例，如方法调用（Calling Convention）来设计隔离机制，这样使得不需要对用户的开发过程造成太大的影响。在Reality Create中，我们的每个组件的很多行为和构造过程是由运行时自动推导进行的，因此我们本身已经对用户的开发过程有一定的影响，这同时也意味着我们对程序的结构有着更多信息，因此我们可以在更上层的地方实现一些隔离机制，同时由于上层的机构包含对程序的更多的信息，因此会带来一些新的灵活性和能力。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性的本质是应用碎片化的问题">互操作性的本质是应用碎片化的问题<a href="#互操作性的本质是应用碎片化的问题" class="hash-link" aria-label="互操作性的本质是应用碎片化的问题的直接链接" title="互操作性的本质是应用碎片化的问题的直接链接">​</a></h3><p>互操作性这个概念，我跟大部分投资人解释基本上都是很难理解的，当然这里可能我对互操作性赋予了更多的意义。从程序机制上来讲，互操作性主要涉及两个独立的程序之间进行相互调用的能力，比如大部分语言都可以通过C接口实现相互调用，再往上一点，任何程序之间传递字符串然后内部进行格式解释，也仍然是能够进行通信的。实际上互联网的机制就是如此，OSI（Open systems Interconnection）的机制就是实现了任何计算机或者任意程序之间的字符串通信，从而解决了整个计算机网络互联的问题。</p><p>传统的软件世界通过一些标准来建立互操作的基础，例如HTML、XML、SQL、USD等等，比如Nvidia就基于USD构建了Omniverse，由于其对USD格式的良好支持，使得其可以兼容大部分的内容制作工具，就构建起一个以Omniverse为中心的内容和应用生态。</p><p>然而这种基于文本标准的方式仍然有一些缺陷，例如其数量是非常少的，通常必须等一个组织对一个标准有一定影响力之后才能形成实时上的标准，被更多的三方兼容和支持。想想现实世界，各个实体之间的交互和联系几乎是无所不在的，例如一个人在路边新开了一家饭店，路过的人随时可以进去吃饭，不会说还要先接一下饭店定义的一个接口。而程序是必须有严格的逻辑的，比如保证地址、参数和接口的一致性才能进行互操作，这给软件世界的互操作带来了一定的困难。我们应用程序开发的流程通常都是先定义内部数据结构，实现软件功能之后，再以一定的形式封装一些接口，并以某种方式公布出来，由感兴趣的三方去集成。然而实际上有大量的软件开发者是没有精力或者能力去提供这些接口的。想象一个场景：开发者A开发了某个应用给用户新增了一种新的健康类的数据信息，这个数据本来是属于用户的，这个时候用户想要用这个数据来实现另一个事情，TA想自己或者说让其他开发者B帮助开发一个应用来使用这些数据，这种情况下通常是做不到的，因为开发者A可能并没有太多动力去提供这个接口，因为TA可能要耗费很大的精力，除非平台提供一些这种非常便利的机制使得TA可以很轻易地暴露出来。</p><p>因此，Reality World的其中一个重要机制，就是要让一个开发者开发的应用，其定义的数据接口非常轻易地被其他开发者开发的应用访问，同时结合上面的沙盒技术保证这种数据访问的安全，这也就是为什么我们的沙盒技术不能只是在最底层实现。</p><p>其实更深刻一点理解，互操作问题其实是一个软件碎片化的问题。传统的软件开发都是先开发内部数据结构和数据存储，然后在必要的时候再把API包装使用某种形式的标准包装成外部接口，这样就造成碎片化，因为即使是针对同样的一类逻辑和数据，不同的应用程序或服务往往会定义不同的数据结构或处理逻辑，这就形成API的碎片化，使得相互之间非常难以协作。试想你可以在两个应用之间协商修改各自的API接口及定义，这是一对一的关系，或者说像支付宝这种平台性质的接口也是容易定义，这是一对多的关系，一对多的关系发展显然是缓慢的，必须让这个“一”有机会且需要时间发展壮大。如果我们希望一种更加高效，更加丰富的协作机制，那么显然我们需要多对多机制，这里面就要求我们对软件开发流程做一些调整。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/usd-1109031da5c391a7ac8194a67e234d38.png" width="1954" height="864" class="img_ev3q"></p><p>Pixar USD</p><p>要想实现这种机制，其实现有的很多技术可以给予很多启示。我们先看USD格式，尽管从表面看USD跟其他的标准类似只是一种数据格式或协议，但实际上它远远不止如此，它还是一种非常易于扩展的格式，它提供了一种plugin的机制使得开发者可以对格式做很多定制和增强功能，并且可以通过一个Schema定义来生成自己定义格式的解析代码，然后通过Plugin来调用自定义的格式解析和代码。这就好比它帮助你编写了文本格式的编解码，尽管看起来不过如此，看起来只是一种模板化的代码生成机制，但是当这种解析代码能够与逻辑高度融为一体的时候，事情的本质发生了一些变化，试想使用USD你的流程是这样：首先针对一种特定数据自定义一个Schema，然后调用USD的API帮助我们生成相关的解析代码，如果这段解析代码能够以某种机制被其他开发者拿到，那么TA的程序就能够轻松解析我们的API。当然如果你修改了Schema，仍然需要对方进行同步，但是这种流程本质上改变了我们的思路：过去我们是先定义内部做法，再与外界沟通，这就容易带来一些复杂度和碎片化；现在是我们先想着自己就是基于一种标准在开发，然后需要的时候就能够很方便地暴露出去，这里USD充当了一种协调的机制并为这种协调的机制提供了一些辅助功能。苹果的usdz格式以及英伟达的MDL都是基于USD的这种扩展能力来实现自定义的资源格式。</p><p>API碎片化的第二个例子是LLVM，本质上LLVM在编译器领域的创新主要做的是模块化，早期的编译器开发，各个前端都要分别集成各个后端，编译器开发的复杂度非常高，这里面其实就是多对多的问题，看似很简单，每个前端与每个后端分别调一调，但随之代码的管理和维护成本是很高的，有时候某些内部设计不一致就会导致大量的重复，这就是碎片化问题。由内而外的设计总是不可避免会导致碎片化，碎片化带来软件复杂度，管理和研发成本。当LLVM提供了一个统一的低层IR表述之后，编译器的复杂度大大降低，比如现在能够很轻易地开发一些DSL语言，因为你完全不需要操心后端，只需要把你的代码生成LLVM IR即可。</p><p>当然LLVM并没有提供类似USD那种生成格式的机制，那是因为LLVM只有一种IR，所以写成一种固定的格式即可，过去的编译流程基本上都比较简单、固定。但是随着现代深度学习编译器的进展，由于深度学习有着相对比较特定的数据表述，各个公司内部都有开发一些特定的编译流程，它是比一般的LLVM IR更上层的抽象，所以我们对多层级IR表述又有了需求，于是在LLVM的基础上又发展出MLIR，它允许开发者社区能够自定义IR。然而与USD的Schema非常相似的地方是，MLIR为了避免碎片化，使不同开发者自定义的IR之间能够更轻易的协作，它也提供了一种类似的代码生成机制，在MLIR中称为Dialect ，例如如下的Dialect定义：</p><div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">def Toy_Dialect : Dialect {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let summary = &quot;Toy IR Dialect&quot;; let description = [{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    This is a much longer description of the</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    Toy dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    ...</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}];</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  // The namespace of our dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let name = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// The C++ namespace that the dialect class // definition resides in.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let cppNamespace = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>生成的C++代码如下：</p><div class="language-cpp codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-cpp codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ToyDialect</span><span class="token plain"> </span><span class="token operator">:</span><span class="token plain"> </span><span class="token base-clause keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token base-clause"> mlir</span><span class="token base-clause double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token base-clause class-name">Dialect</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token operator">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">ToyDialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">MLIRContext </span><span class="token operator">*</span><span class="token plain">context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token operator">:</span><span class="token plain"> mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token function" style="color:rgb(80, 250, 123)">Dialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">TypeID</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token generic-function function" style="color:rgb(80, 250, 123)">get</span><span class="token generic-function generic class-name operator">&lt;</span><span class="token generic-function generic class-name">ToyDialect</span><span class="token generic-function generic class-name operator">&gt;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">static</span><span class="token plain"> llvm</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">StringRef </span><span class="token function" style="color:rgb(80, 250, 123)">getDialectNamespace</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">void</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样多种IR就可以能够被轻易组合使用，你可以选择社区各种丰富的模块进行组合，来生成特定的编译流程，所以MLIR又称作“生成编译器的编译器”。实际上，碎片化在工业界是一个很大的问题，每家公司在开发自己的软件的时候不会考虑那么多，觉得我只要投入研发资源把自己软件做好就行，但是真正在用户侧使用的时候，TA可能需要多个软件是可以相互协作的，甚至你的用户可能就是开发者，这个开发者可能希望不同的软件可以被更高效的集成和管理。LLVM的作者Chris Lattner最新的创业公司Modular实际上核心就是解决这个问题，他的新编程语言Mojo，除了一些语法层面的传统一点的东西，很多核心能力都是来源于底层的MLIR，其中MLIR跟Mojo有更深度的整合，使得Mojo具有很强的元编程能力。Modular的最核心的逻辑其实跟当年的LLVM类似，解决碎片化问题，当然Modular有很多现在软件的运营思路可能会形成更好的平台和生态，因此它是一家商业公司，不仅仅是一个开源项目。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/modular-ec183275c9c4d2f77583a82e8119e52f.png" width="2157" height="1113" class="img_ev3q"></p><p>Modular</p><p>上述的软件架构都为解决应用之间互操作及其碎片化提供了很好的思想，然而为了更好的软件协作，这些机制还不够。上述的软件都是比较偏底层的基础软件，而不是面向上层用户侧的，因此不需要考虑很多其他问题，比如性能和格式的进化。当进入到一个更上层的消费端应用，首先上述的方式在不同的模块之间交换的都是文本数据，如果你让一个实时的游戏内部的每一次互操作都需要编解码文本，这显然是会影响性能的；此外，应用层的需求更容易变化，即使平台提供了一种生成统一格式解析的代码及其发现的机制，但是怎么应对这些格式的更频繁地变化呢？为此，Reality World在这些方面做出了一些创新尝试。</p><p>结合前面讨论的沙盒技术、互操作、碎片化等等机制，Reality World希望能够通过一些创新探索，构建起一个更好的互操作平台，使得上面的应用之间可以更好地协作，它看起来像是基于OSI之上添加的一个互操作层，在这个互操作层中，应用程序操作的是来自其他应用的内存数据，就像你访问自己的内存数据一样简单，尽管这个数据可能来自于其他的服务器。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="新的应用程序构造方法">新的应用程序构造方法<a href="#新的应用程序构造方法" class="hash-link" aria-label="新的应用程序构造方法的直接链接" title="新的应用程序构造方法的直接链接">​</a></h2><p><img loading="lazy" alt="img" src="/zh/assets/images/pl-01db64776749f259941139b1e0b0fd19.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World对程序的构造过程做了很多调整</p><p>我们程序员，终其一生可能都希望能够更好地理解程序到底是怎么运行的，这种理解不光能够让我们更高效地编写更健壮的代码，从而创造软件的价值，同时，编程的机制本身充满着无穷的魅力，因为它可能是人类有史以来能够表达人类大脑中复杂的思维和逻辑的最好的机制之一，它将人类对物理世界的理解及其形成的智慧转化为为人类服务的工具和力量，这是我们热爱编程的其中一些原因。</p><p>十多年来，对于编程，我一直有两种不一样的情感：</p><ul><li>我一直不喜欢面向对象编程的方式</li><li>我更喜欢开发能够用于构造软件的软件</li></ul><p>今天，Reality World的第二个核心关注点和基础就是在这两个方面做出了一些新的探索。世界上只有大约不到0.5%的人是会编写代码的，约3000万左右，所以数字化表达的潜力还远远没有被发挥出来。如果我们将这个数字提升到5亿~10亿，看看还有哪些变革需要发生，可能与你想象中不太一样，编程语言的语法本身可能并不是制约因素。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向对象的本质是隔离">面向对象的本质是隔离<a href="#面向对象的本质是隔离" class="hash-link" aria-label="面向对象的本质是隔离的直接链接" title="面向对象的本质是隔离的直接链接">​</a></h3><p>十多年工作经历，我写过C#、C、C++、Ruby、Lua、Rust等，以及最近一年多，我几乎看了所有能买到跟编程语言和编译等相关的书籍（后面会介绍）。在我写过的代码中，总有一种感觉，不管我看过多少设计模式或者架构相关的资料，我总是觉得很难写出那种逻辑结构特别清晰的架构和代码，因此编程体验像是总有一个什么东西，堵在我的心里。</p><p>我们现代的项目开发使用的编程语言，或多或少大部分是和面向对象相关的，尽管看起来面向对象的本质是让我们更好地封装各自比较独立的逻辑，使大规模软件组织起来更加轻松：你不需要关心其他对象的内部逻辑就可以轻易地和它们一起组合起来协作。</p><p>然而实际上并不是这样，大部分面向对象编程语言会让人（特别是初学者）误以为编程就应该这样，它是在模拟真实世界的运行机制。那为什么这么完美的模型却没有产生这么完美的体验呢？直到最近一年多对面向对象的更多理解（特别是Erlang）才体会到其中一些问题。</p><p>知乎 </p><p><a href="https://www.zhihu.com/people/16d0cb25df98c0c909e60b135a5800c5" target="_blank" rel="noopener noreferrer">@大宽宽</a></p><p> 有一篇回答：<a href="https://www.zhihu.com/question/29888990/answer/703226836" target="_blank" rel="noopener noreferrer">如何看待Erlang之父Joe Armstrong觉得OO编程很烂？</a>，其中引用到Erlang之父Joe Armstrong的一段采访：<a href="https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/" target="_blank" rel="noopener noreferrer">Ralph Johnson, Joe Armstrong on the State of OOP</a></p><blockquote><p>Alan Kay himself wrote this famous thing and said <strong>&quot;The notion of object oriented programming is completely</strong> <a href="https://www.zhihu.com/search?q=misunderstood&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">misunderstood</a><strong>. It&#x27;s not about objects and classes, it&#x27;s all about messages</strong>&quot;. He wrote that and he said that the initial <a href="https://www.zhihu.com/search?q=reaction&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">reaction</a> to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.</p></blockquote><p>Alan Kay认为OOP的核心是关于消息，但是这样说其实我个人觉得并不太好理解到本质，因为消息更像是OOP这种设计下的一种机制或结果，而不是OOP本身的定义。我觉得OOP的本质应该是隔离，只有做到真正的隔离，才能真正降低系统的复杂度，因为绝对的隔离使得你完全不需要也不能了解另一个物体内部的运作，你们只需要通过一些外在的属性进行交互，我们的开发也仅需要了解这些简单的外在属性。现代大部分编程语言更强调的是object和class，认为对象的核心是关于封装，这本身也没有错，封装的目的也一定是为了让别人不需要关注你的内部细节，但问题在于，很多面向对象编程语言忽略了隔离的意义，为了方便程序员更灵活直接地获取数据和方法，提供一些机制，使得一个对象可以很轻易地访问到另一个对象内部的、跟其内部运作相关的数据或方法，这些原本是需要绝对隔离的。这种设计就使得隔离失去了意义，尽管我们可以指定规范要求自己以对象为单位进行绝对隔离，但是大部分情况下，我们很难做到一个很好的设计，最后的结果是程序内部对象之间相互耦合太多，不管是管理、维护、理解起来都是花费很大的精力。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/Robert_Virding_and_Joe_Armstrong-82ddcf57cc160dd3b30ce80b0351bb6b.jpg" width="1155" height="697" class="img_ev3q"></p><p>Erlang之父Joe Armstrong（右）</p><p>Erlang就采用了一种不同的机制，它从语言体系上就不允许对象之间能够直接访问内部数据或方法，每个函数都分配为独立的线程，线程之间只能通过消息进行传递和联系，这样程序员就很难写出耦合比较深的代码，同时这种隔离对并行计算和分布式也带来了好处。所以Joe Armstrong说，根据Alan Kay的描述，Erlang可能是唯一真正面向对象的编程语言：</p><blockquote><p>Erlang has got all these things. It&#x27;s got isolation, it&#x27;s got polymorphism and it&#x27;s got pure messaging. From that point of view, we might say it&#x27;s the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are about</p></blockquote><p>再回过来看面向对象的核心为什么是隔离，是因为真正的隔离机制才能保证避免耦合，才能降低软件复杂度，因为一个大型的软件系统有无数的对象，如果对象之间存在耦合的可能，那维护起来将是非常不容易的。而当你只提供了强隔离的机制，不让程序员能够很方便地获取另一个对象的引用，剩下的结果就是对象之间只能通过消息通信了，这就是Erlang的整个架构设计，这也是为什么Erlang是真正的面向对象编程语言。也因此，消息更像是隔离机制带来的结果。</p><p>就像现实世界一样，微观的每个原子内部都有自己特定的结构，原子之间相互作用形成分子，进一步形成宏观物体，宏观物体通过内部分子结构形成特定的外在属性，但是其他物体与之交互从来不需要了解其中的内部结构，这就是面向对象的美好世界，然而传统的面向对象编程模式则为了便利为一个对象访问另一个对象的内部结构开了一个口子，这个口子不仅破坏了面向对象的编程思想和精髓，也失去了其带来的好处。</p><p>尽管Erlang看起来是一种完美的架构，然而消息通信是一种操作起来不太便利的方式，比如为了进一步解耦它通常是传递字符串消息，字符串需要编解码，带来了性能问题；而另一方面消息编程模型通常是异步的，使得对逻辑的流程管理失去了控制力。Reality World在这两个方面都做了一些创新尝试，使得开发者既可以像传统的局部变量一样去方面其它对象的数据，又可以像Erlang一样拥有绝对的隔离，这种隔离带来编程复杂度上的减少，降低编程门槛。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="程序结构的复杂性">程序结构的复杂性<a href="#程序结构的复杂性" class="hash-link" aria-label="程序结构的复杂性的直接链接" title="程序结构的复杂性的直接链接">​</a></h3><p>对于编程语言本身而言，当前有很多Scratch编程平台，对于一个简单的任务：即只有少量输入和输出，且通常只有一个或少数几个函数的任务，大部分有一些基本逻辑和算术计算能力的人是可以在很短时间内学会的。这说明，单纯的逻辑计算并不复杂。</p><p>然而，真正的软件规模是非常大的，它往往是由众多的开发人员（这些开发人员甚至可能在地理位置上完全隔离）开发的几十甚至上百万行代码的组合，这种规模的软件程序显然不可能仅由简单的变量和函数构成，那样的话我们将很难管理错综交织、复杂的数据和函数引用。在《计算机程序的构造和解释》一书中指出，编程模型本质上要解决的是大规模软件构造的问题，不管是函数式编程还是面向对象编程模型。</p><p>为此，编程语言的设计者在数据和方法的基础上，添加了大量的抽象机制，例如类型、数据结构、继承、多态、重载、接口等等。这些机制的目标是要形成各种抽象，使得其他人员可以不需要关心一些实现细节，只需要关心与之交互的部分，即接口；当然除此之外，这种抽象也是帮助开发人员自身从逻辑上更好地管理自己所编写的众多代码。</p><p>然而正是这些为了帮助人们管理大规模软件构造的机制，提升了编程的门槛，例如非程序员肯定可以很快理解类和对象的概念，但是理解虚函数和多态就是另外一回事了。尽管这些机制的添加看起来是理所当然的，但是稍微深入理解一下编程语言的编译过程可以发现，这些机制通常是跟底层的编译机制相关的，而现代的编译流程又几乎是与底层的硬件架构有关的。例如继承的机制和限制，使得编译器可以计算正确的函数地址，例如你必须要从一堆复杂的代码中拿到一个对象的引用（这使得你不得不把多个代码文件交织在一起）才能正确地访问相应的方法，这使得程序几乎总是充满复杂的引用关系，尽管这看起来像是必须的，例如为了保证安全性，但某种程度上也是因为编译器必须要这样才能获得正确的对象地址，从而访问其中的数据和方法。但是如果仅仅是为了保证安全性，我们可以有很多机制，不是说我一定要每次亲自到一个店买到的东西才是绝对安全的，如果一个快递员本身是某种机制能够保证安全的，我就可以不用亲自去店里就可以获取到我想要的数据，这个时候我要关注的只是什么东西（数据类型），而不是实际物理地址（对象引用）。</p><p>从上面的分析，我们可以将程序的整个结构分为两个部分：其一是单个函数或者单个对象本身的相对比较简单的逻辑，其中可能仅仅涉及最基本的算术和逻辑计算；而另一部分则是为了帮助计算机编译系统（可能也是帮助程序员理解）构造大规模软件提供的一些信息。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/create-83a4808a18d663f143cd67c47dccbd84.png" width="2546" height="1427" class="img_ev3q"></p><p>Reality World在程序结构方面的目标，就是要提供一种系统架构，使得这种程序结构组织的复杂性被隐藏在编译系统和运行时内部，这样开发者就只需要关注最基本的逻辑和算术计算。我们通过提供一些额外的信息来使得运行时系统可以动态推导出一些构成大规模程序需要的结构。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化的数据管理">去中心化的数据管理<a href="#去中心化的数据管理" class="hash-link" aria-label="去中心化的数据管理的直接链接" title="去中心化的数据管理的直接链接">​</a></h3><p>除了编程语言语法和程序结构之外，还有一个通常容易忽略的问题，或者说因为目前编程的大部分都是专业程序员，这个问题看起来理所当然。那就是关于数据管理。数据管理是一个非常重要的问题，因为它既关乎程序的复杂度，又关乎前面提到的互操作性。</p><p>在应用开发中，开发者既需要编写逻辑代码，还需要处理数据管理：数据在什么时候初始化，在那个代码逻辑处初始化，从哪里获取数据进行初始化，对象被修改了怎样保存数据等等，甚至包括为了考虑缓存性能所做出的一些处理，这些工作是非常繁琐的。除此之外，开发者几乎总是还要关心存储，除非是仅存储在本地，否则还需要设置服务器存储和获取一些数据。这些工作对于普通的用户开发应用程序而言都是比较困难的事情。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/graphql-b82a89e1f03ad72a5c43b193911c69a7.png" width="1610" height="399" class="img_ev3q"></p><p>GrapQL</p><p>所以结合上述的程序结构化的自动管理，一种好的策略是程序的数据也可以自动管理，这样就使开发者仅关注一个个独立的基本逻辑和流程，所有涉及到或者说只是编译器或编译系统需要的管理都应该尽可能交给运行时。GraphQL在这方面做出了一些比较好的尝试，开发者只需要告知一个想要的数据类型，就可以很方便的获取到对应的数据，而将这些数据背后的复杂逻辑隐藏起来。</p><p>除了数据本身的管理，数据还涉及到互操作性的问题，用户希望自己一个应用的数据可以被其他应用方便地访问，这些机制都是和数据的管理过程及其设计息息相关的。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="为ai而生的应用程序构造方法">为AI而生的应用程序构造方法<a href="#为ai而生的应用程序构造方法" class="hash-link" aria-label="为AI而生的应用程序构造方法的直接链接" title="为AI而生的应用程序构造方法的直接链接">​</a></h2><p><img loading="lazy" alt="img" src="/zh/assets/images/5-25bf33bec4ab499cbb1f75fe4af6dc4e.jpg" width="3360" height="2100" class="img_ev3q"></p><p>Reality World的程序结构与文本合成是类似的</p><p>ChatGPT席卷了整个世界，或者至少是科技圈，不管是从资本，国企，民企，程序员个人等等都是受到很大的影响，当然也有像我们小孩的妈妈，以及他妈妈的朋友，目前还不太了解ChatGPT是干什么的。</p><p>我于2022年4.30日从华为离职并开始研究和设计Reality World的架构，那个时候的热点还是元宇宙。那个时候，由于没有现在大模型的这种能力，我们当然也没有主要去思考AI方面的，但是从我们自己的设计思路上，我和我们公司的2号员工，在2020年的时候就思考和讨论将来怎样让AI写代码，当然我们说的不是现在这种基于大模型来生成文本的方式生成代码。</p><p>但大模型确实加速了我们的一些想法。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="软件复用与可组合性">软件复用与可组合性<a href="#软件复用与可组合性" class="hash-link" aria-label="软件复用与可组合性的直接链接" title="软件复用与可组合性的直接链接">​</a></h3><p>我们起初的目标是让普通人可以编写代码并构造一个完整的应用程序。这也是我们前面第3部分讨论的内容。然而比较巧合和惊讶的是，至少从我们的设计思路上看：<strong>让普通人会编写代码与让AI编写代码的逻辑是类似的。</strong></p><p>逻辑和流程，本质上都是可以用语言表述的，因此我们人类的任何信息与智慧，当然也可以使用自然语言进行描述。然而语言文字是一种面向人类的信息载体，它是为了便于人类之间进行信息交流而设计的，所以它可能不那么严谨，甚至没有太多结构性，人们之间需要信息编解码，编解码的效率和能力可能差异都非常巨大。而程序，则是在自然语言基础之上加入更多的结构性，它在表述和记载逻辑的同时，可以直接与计算机和其他程序进行沟通，这就使得人类大脑中的逻辑不光可以用于人与人之间的信息交流，还可以更直接地转化为生产力。</p><p>然而要让AI能够生成代码，这件事情肯定是非常复杂的，当然由于ChatGPT的出现相信现在大部分程序员都能够感受到AI的代码生成能力，有些人比较坚信AI能够代替程序员生成程序，有些人则悲观一些，至少在短期内。</p><p>这里暂且不争论AI到底能不能或者什么时候替代程序员，我们回到问题本身。传统的文本合成，计算的是文字与文字之间，句子与句子之间的组合概率，这里有两个事情值得注意：第一是任何字之间都可以组合，所以ChatGPT总是可以给我们答案，哪怕其中的句子组合和逻辑是完全错误的；第二是一般常用于表述正确语法和语义的哪些文字信息是非常多的，也就是说ChatGPT理解我们一般的比较大众化的语义是很容易做到的。</p><p>计算机程序在这两个层面都与一般的文本知识信息不同：首先两段代码是不能简单合成的，两个代码之间在单纯地像两段文字放在一起之外，还需要处理参数的数量，参数的名称，类型，变量从哪里获取，API从哪里获取等等，这远远超出简单文字合成的范围。你可以合成一个文本组合的源代码结果，但是其中的逻辑可能完全是错误的，函数是不存在的，参数是错误的。因此目前来讲，大部分AI还是用于辅助比较局部、独立的代码生成，检查，提示等等，距离构造复杂一点的逻辑显然还缺乏一些基础。当然这并不妨碍它现在就可以作为一个不错的助手。</p><p>我们在Reality World的设计过程中，为了要让普遍用户可以构造程序，将程序的整个构造过程做了多处调整，从类型定义，数据初始化和管理，互操作性，程序结构的推演，线程隔离等等。其中还有一个重要的方面就是组合性，这种组合性使得两个相关的组件，不需要用户手动添加任何参数或者输入输出的设置，就可以正确地构造程序，例如如下的这段复杂的逻辑，整个Graph的节点是不需要用户连接的，全部是自动生成。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/4-c18cbdad8df763f282adf9e615337ed8.jpg" width="3356" height="2096" class="img_ev3q"></p><p>整个程序的连接关系是自动推导的</p><p>这样的组合性看起来是不可思议的，这里我不会讨论具体的实现方式，但是可以这样想象一下：编译器对于一个程序的所有源代码，本来就是首先当成一个个独立的模块进行编译的，只不过编译器除了编译每个指令本身，还使用一些符号表记载了所有外部模块引用的关系和地址，然后在链接阶段将这些地址修改为最终的绝对地址。从这里可以看到，程序的结构是有可能以更底层的方式去完成，而不是把这部分交给程序员。</p><p>这样的组合能力，使得程序的构造过程变成了单纯的合成，没错，这个合成的方式跟文本合成是非常相似的：它们仅仅是放到一起，不需要指定额外的程序结构信息，例如参数，变量，函数地址等等。这样我们就有机会让AI去生成程序，这里AI只需要从一般的文字意义上去理解组件的语义，并给出组件合成序列，而底层的运行时引擎将这些序列转化为真正的程序。</p><p>与直接ChatGPT构造程序代码不同的是，这里的代码一旦被构造，就是正确的，可以运行的，而不需要人去检查其中可能存在的程序逻辑的错误。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向ai的编程系统">面向AI的编程系统<a href="#面向ai的编程系统" class="hash-link" aria-label="面向AI的编程系统的直接链接" title="面向AI的编程系统的直接链接">​</a></h3><p>显然，与直接让AI构造复杂的程序逻辑相比，更好的使用方式可能是AutoGPT或者OpenAI的插件系统，在这种架构中，AI更多是负责比较通用的一些语义理解，然后把具体的一些与领域系统的交互交给专门的插件去解决。</p><p>然而在OpenAI的Plugin系统中，每个Plugin是一个特定的应用，尽管这种描述好的调用逻辑使得ChatGPT可以正确地调用各个应用软件的接口，但如果你的使用本身是要在多个plugin之间建立一些比较复杂的逻辑和流程，或者说我们想构造任意的应用程序，把每个plugin接口当作组件，这就又会回到让AI编写逻辑代码的问题。</p><p>相对于这种Plugin系统，Reality World提供的不是一个单个plugin，而是一种通用编程能力，它可以理解为是一种面向AI的编程系统，因为AI发出的文本序列，会被Reality World当作输入，然后按照程序构造的逻辑去检索相应的组件并组合构造，这样的程序要么是构造不出来的，要么就是至少能够成功运行的，而剩下的正确性问题就取决于组件描述的准确性和AI对语义的理解了。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="拥抱rust">拥抱Rust<a href="#拥抱rust" class="hash-link" aria-label="拥抱Rust的直接链接" title="拥抱Rust的直接链接">​</a></h2><p>我原本以为的开发周期还是会比较长的，毕竟设计的系统设计还是非常复杂的。早先我使用的是C++/C进行开发，进行了一些简单的语言包装和编译流程定制。因为我们2号员工一直是Rust爱好者，一直在鼓动我使用Rust，虽然之前看过Rust的一些介绍，但是感觉还是没有特别的动力去完全切换到Rust。</p><p>后来因为某些原因最终还是选择使用Rust进行开发，开始也是有些不习惯，但是在逐步学习和使用过程中感受到了Rust的好处，这里给大家分享和推荐一下。</p><p>Rust对我而言最大的好处和体验是，迭代速度比较快，这符合我现在的需求。只要代码编译通过，几乎不会花时间去排查一些比较诡异，甚至需要小心翼翼地断步调试才能发现问题的bug，一般有bug就基本上大部分还是逻辑问题，而且Rust编译器可以比较精准地告诉你问题的位置，基本上一看提示就知道该怎么改代码了。</p><p>当然缺点主要是大家讨论比较多的限制了，你得很小心翼翼地设计整个程序的架构，如果像传统C++那样到处是相互引用显然几乎肯定是你完全没法通过编译器，你得设计好整个程序对象的结构，这里推荐Bevy引擎就是非常好的架构，这样的架构几乎能解决大部分相互引用的问题。</p><p>第二个比较大的问题是多次引用和借用的问题了，这个问题相对好解决一点，首先架构好会少掉很多这种问题；其次对于局部的一些方法，实在是不可避免的，万能大法就是复制数据就好，这个也不需要完全回避，毕竟在C++中也经常会存在对象复制；再有稍微复杂一点就是使用move，先将数据move出来，然后进行操作之后再填回去，如果你能保证没有并发问题，这种思路也是一种方法。</p><p>最后，关于有些人会觉得，像Rust这样强迫开发者过早关注架构会影响快速迭代。这一点我不是很赞同，因为任何一个项目，快速迭代也是要正确运行的，而且如果项目本身思考着足够多，或者项目最终肯定是要上线使用的，我觉得慢一点一边迭代一边就把代码架构写的更好，也许最终是一件更好的事情。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="我这一年的创作过程">我这一年的创作过程<a href="#我这一年的创作过程" class="hash-link" aria-label="我这一年的创作过程的直接链接" title="我这一年的创作过程的直接链接">​</a></h2><p>我从2022年4.30日从华为离职，几乎整整一年时间全部都在思考整个系统的设计，以及后期的开发。刚开始2个月，思路还不是特别清晰，只是在不停、疯狂地看书，我几乎把所有能买到的中文跟编程语言和编译相关的书都看了一面。当然我不会逐字逐句慢慢看，都是飞快地浏览，并且脑袋中高速运转着，随时都想着我脑袋中的哪些问题怎么解决，这样带着问题看书的好处是，只要知识之间有一点的相关性，就能够非常敏锐地捕捉并关联上，然后再对这块知识进行深入学习，最终可以跳出单纯的知识本身去应用这些知识，甚至将一种知识的思维用来解决另一个问题。</p><p>整个一年中，我阅读了超过50本相关的书籍，并且大部分比较相关的知识都是反复阅读的。</p><p>早期我习惯使用iPhone的备忘录app记录一些想法，这种方式比较方便，任何时候想到一点东西就可以记下来，很多时候晚上半夜都会起来记录，确实有些东西很快就是可以忘记的。后来体系比较完整的时候我逐步将这些信息整理到Markdown中，并逐步积累，现在整个系统的设计和思考已经超过22万字，整整400多页，里面包含了非常多的技术理解和思考。等适当的时候我会将这些内容整理成图书出版。</p><p>豆瓣上我列了个top 10的图书榜单，编程相关的是：《编译原理》、《Erlang程序设计（第2版）》、《编程语言实现模式》、《游戏机制》、《链接器与加载器》、《Data-oriented design》、《函数式编程思维》、《凤凰架构》。</p><p>除了图书，一些技术架构对我影响比较大的是：Erlang、USD、LLVM、MLIR、ECS、Web Assembly、Machinations、《堡垒之夜》、Snapchat、Bevy等等。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于商业模式">关于商业模式<a href="#关于商业模式" class="hash-link" aria-label="关于商业模式的直接链接" title="关于商业模式的直接链接">​</a></h2><p>可能很多朋友会关心你的商业模式是什么，这里我不想讨论这个问题，目前只跟投资人之间才会讨论这个问题，我当然有很多思考，但是在缺乏很多背景下，我觉得现在在公众场合讨论还是太早。当然我不会介意大家讨论。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="参与reality-world开发">参与Reality World开发<a href="#参与reality-world开发" class="hash-link" aria-label="参与Reality World开发的直接链接" title="参与Reality World开发的直接链接">​</a></h2><p>毫无疑问，Reality World涉及到很多技术思维，甚至包含一些创新尝试，我相信参与这个项目本身肯定会学到很多知识。但现阶段还不能正式公布，我们预计会在6个月左右，在内部迭代一些版本再正式公布，所以在这个阶段我也不会在公众场合讨论太多具体的技术细节。因为在中国做这种事情是非常不容易的，网络上会有各种各样的声音，我不希望受这种干扰，为了把这件事情做成，需要一颗安静的心。</p><p>如果你对Reality World感兴趣，你可以联系我，私人之间有时候我会讨论一些技术。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="关于融资">关于融资<a href="#关于融资" class="hash-link" aria-label="关于融资的直接链接" title="关于融资的直接链接">​</a></h2><p>坦白说，到目前为止，我还没有拿到任何投资，曾经有非常顶级的资本聊了很久，合伙人也非常认可这个项目的价值，但到现在还没有谈定。在早期，我肯定犯了很多错误，例如对项目的规划，估值预期，甚至表达等等都还是存在一些问题，当然也是一种成长；此外去年又遇到疫情，还有，你懂的，今年的ChatGPT...</p><p>总之，后续的开发肯定还是需要团队和资本，我一个人很难这样一直持续下午，欢迎各位感兴趣的资本、开发者甚至加油助威的朋友与我联系。</p><p>微信：ARealityWorld</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="后记">后记<a href="#后记" class="hash-link" aria-label="后记的直接链接" title="后记的直接链接">​</a></h2><p>在这一年过程中，我跟很多不同的朋友有过很多交流，很多朋友都在鼓励和支持，希望，最终不会辜负你们！</p></div><footer class="row docusaurus-mt-lg blogPostFooterDetailsFull_mRVl"><div class="col"><b>标签：</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/zh/blog/tags/reality-world">Reality World</a></li></ul></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="博文分页导航"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/blog/conversational-computing"><div class="pagination-nav__sublabel">较新一篇</div><div class="pagination-nav__label">Conversational computing: a new programming model empower LLM applications</div></a></nav></main><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#reality-world不是什么" class="table-of-contents__link toc-highlight">Reality World不是什么？</a><ul><li><a href="#reality-create的核心不是一个游戏引擎" class="table-of-contents__link toc-highlight">Reality Create的核心不是一个游戏引擎！</a></li><li><a href="#reality-world当然也不是元宇宙项目" class="table-of-contents__link toc-highlight">Reality World当然也不是元宇宙项目</a></li></ul></li><li><a href="#构建一个互操作的数字世界" class="table-of-contents__link toc-highlight">构建一个互操作的数字世界</a><ul><li><a href="#更轻量级的隔离技术" class="table-of-contents__link toc-highlight">更轻量级的隔离技术</a></li><li><a href="#互操作性的本质是应用碎片化的问题" class="table-of-contents__link toc-highlight">互操作性的本质是应用碎片化的问题</a></li></ul></li><li><a href="#新的应用程序构造方法" class="table-of-contents__link toc-highlight">新的应用程序构造方法</a><ul><li><a href="#面向对象的本质是隔离" class="table-of-contents__link toc-highlight">面向对象的本质是隔离</a></li><li><a href="#程序结构的复杂性" class="table-of-contents__link toc-highlight">程序结构的复杂性</a></li><li><a href="#去中心化的数据管理" class="table-of-contents__link toc-highlight">去中心化的数据管理</a></li></ul></li><li><a href="#为ai而生的应用程序构造方法" class="table-of-contents__link toc-highlight">为AI而生的应用程序构造方法</a><ul><li><a href="#软件复用与可组合性" class="table-of-contents__link toc-highlight">软件复用与可组合性</a></li><li><a href="#面向ai的编程系统" class="table-of-contents__link toc-highlight">面向AI的编程系统</a></li></ul></li><li><a href="#拥抱rust" class="table-of-contents__link toc-highlight">拥抱Rust</a></li><li><a href="#我这一年的创作过程" class="table-of-contents__link toc-highlight">我这一年的创作过程</a></li><li><a href="#关于商业模式" class="table-of-contents__link toc-highlight">关于商业模式</a></li><li><a href="#参与reality-world开发" class="table-of-contents__link toc-highlight">参与Reality World开发</a></li><li><a href="#关于融资" class="table-of-contents__link toc-highlight">关于融资</a></li><li><a href="#后记" class="table-of-contents__link toc-highlight">后记</a></li></ul></div></div></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div 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style="font-size:15px;color:#444950">所有程序以相互协作的方式进行工作，用户可以定制个性化的组合以满足不同的个性需求，像生物系统一样进行自我进化，通过复杂系统的机制涌现出更高的数字智能。</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">逻辑抽象</h4><p style="font-size:15px;color:#444950">运行时将对整个程序进行重新组织，这使得开发者仅需要关注逻辑，而不需要关心硬件、内存数据管理以及其它编程语言相关的细节，从而建立一种逻辑抽象。</p></div></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row-reverse"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>多程序对话式协作框架</h2><div><p>任何微程序可以以非常简单的方式与用户、系统和其它微程序进行通信，这提供一种能力通过使得程序之间通过协作的方式来完成复杂的任务。</p><p>基于大模型（LLM）的应用，一个函数的输入是语义化的文本而不是结构化的数据，这给程序带来了很多不确定性，这需要通过多轮对话来澄清更多信息。为了解决这个问题，我们首次提出一种称为对话式计算（Conversational Computing）的概念和技术，使得任何函数都可以任意被暂停以与用户、系统或者其它微程序进行对话以获取更多信息，并在条件满足之后自动恢复执行，整个过程就像编写传统串行程序一样简单，不需要做一些额外繁琐的工作。</p></div><a href="https://realityworld.com" 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style="display:flex;align-items:center;height:350px"><div><h2>基于复杂系统理论构建的复杂引擎</h2><div><p>在生物和社会经济系统中，人们普遍的共识是整个系统的智能来源于复杂系统理论中的涌现机制，这种涌现机制通过独立组件之间的局部协作、复制变异以及选择来实现。</p><p>在计算机科学和工程中，应用之间通常是相互隔离以保证数据安全，这种互操作能力的缺失使得应用之间以非协作的方式运行，从而缺乏智能。我们通过对程序的结构和运行过程进行重新组织以提供一个原生互操作的计算架构，使整个系统像一个复杂引擎。</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">阅读更多</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><img src="/img/home/complex.jpg" style="height:auto;width:600px"></div></div></div></div></div></section><section class="page__section"><div class="container"><h2 class="section__header text--center" style="padding:10px">加入开发者社区</h2><p class="text--center" style="white-space:pre-wrap">Open-source is in the ❤ of Reality World.
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class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container margin-vert--xl"><div class="row"><div class="col col--6"><div class="col-demo"><div style="display:flex;gap:5px;flex-wrap:nowrap;align-items:center"><h1 class="hero__title">Cogine</h1></div><div class="hero__subtitle margin-top--lg"><p>Cogine是Reality World的虚拟机和底层框架, 它定义了一套标准的微程序（例如一个LLM智能体）格式，这些微程序可以被动态的加载和运行， 微程序之间可以以很简单统一的方式进行通信。</p><p>Cogine一词来源于几个相关的意思：An engine of complexity， 或者an cognitive computing engine, 或者 conversational computing engine。</p><p>你也可以将Cogine部署集成到自己的应用中。</p></div><div class="intro__buttons margin-top--lg"><a class="button button--lg button--primary" href="/zh/">Read More</a></div></div></div><div class="col col--6"><div class="col-demo"><div class="hero__image hero__image__mobile"><img src="/img/home/cogine.png" style="width:500px"></div></div></div></div></div><section class="page__section" style="background-color:white"><div class="container"><h2 class="section__header text--center" style="padding:10px;color:#444950">计算架构创新</h2><div style="margin-top:30px"><div class="row"><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">对话式计算</h4><p style="font-size:15px;color:#444950">每个函数可以任意跟用户、系统或其它程序进行任意通信以获取更多信息，该程序会被系统暂停直到获得响应后自动恢复执行，这种计算模型对LLM应用非常重要。</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">互操作性</h4><p style="font-size:15px;color:#444950">来自不同开发者之间编写的程序可以运行在同一个内存环境，并在用户的许可下进行互操作，这种应用之间的协作能力是未来元宇宙和AI多智能体应用的核心基础需求。</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">自我进化</h4><p style="font-size:15px;color:#444950">所有程序以相互协作的方式进行工作，用户可以定制个性化的组合以满足不同的个性需求，像生物系统一样进行自我进化，通过复杂系统的机制涌现出更高的数字智能。</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">逻辑抽象</h4><p style="font-size:15px;color:#444950">运行时将对整个程序进行重新组织，这使得开发者仅需要关注逻辑，而不需要关心硬件、内存数据管理以及其它编程语言相关的细节，从而建立一种逻辑抽象。</p></div></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row-reverse"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>多程序对话式协作框架</h2><div><p>任何微程序可以以非常简单的方式与用户、系统和其它微程序进行通信，这提供一种能力通过使得程序之间通过协作的方式来完成复杂的任务。</p><p>基于大模型（LLM）的应用，一个函数的输入是语义化的文本而不是结构化的数据，这给程序带来了很多不确定性，这需要通过多轮对话来澄清更多信息。为了解决这个问题，我们首次提出一种称为对话式计算（Conversational Computing）的概念和技术，使得任何函数都可以任意被暂停以与用户、系统或者其它微程序进行对话以获取更多信息，并在条件满足之后自动恢复执行，整个过程就像编写传统串行程序一样简单，不需要做一些额外繁琐的工作。</p></div><a href="https://realityworld.com" 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style="display:flex;align-items:center;height:350px"><div><h2>基于复杂系统理论构建的复杂引擎</h2><div><p>在生物和社会经济系统中，人们普遍的共识是整个系统的智能来源于复杂系统理论中的涌现机制，这种涌现机制通过独立组件之间的局部协作、复制变异以及选择来实现。</p><p>在计算机科学和工程中，应用之间通常是相互隔离以保证数据安全，这种互操作能力的缺失使得应用之间以非协作的方式运行，从而缺乏智能。我们通过对程序的结构和运行过程进行重新组织以提供一个原生互操作的计算架构，使整个系统像一个复杂引擎。</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">阅读更多</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><img src="/img/home/complex.jpg" style="height:auto;width:600px"></div></div></div></div></div></section><section class="page__section"><div class="container"><h2 class="section__header text--center" style="padding:10px">加入开发者社区</h2><p class="text--center" style="white-space:pre-wrap">Open-source is in the ❤ of Reality World.
 ⭐ us on GitHub.</p><div style="margin-top:30px"><div style="display:flex;justify-content:center;gap:10px;flex-wrap:wrap"><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer" class="button button--primary button--outline">Star on GitHub</a></div></div></div></section></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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data-tags="default,docs-default-current,docs-community-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><p>这里对本项目开源相关的事项进行解释和说明。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源背景">开源背景<a href="#开源背景" class="hash-link" aria-label="开源背景的直接链接" title="开源背景的直接链接">​</a></h2><p>开源，我认为是软件技术发展的最好的形式，尤其是比较底层的基础设施。其中不光是因为开源能够聚集更多的开发力量和吸收新的创新思维，另一个重要原因是提升应用的透明度。从用户隐私保护、去中心化、以及平台型的基础设施等角度，开源几乎是能够给予上述问题唯一的答案。</p><p>我自Reality World设计的第一天就决定以后会将它彻底开源，但是由于它的一些技术上的复杂性，我觉得还是需要自己以创业的形式先做到一定的程度，再去发布给社区，这样社区能够比较容易地理解它的目的和意义，从而能够更好地参与。然而经过过去一年半的尝试，我还是很难在国内找到资金能够支持这件事情（我会分享我这一年的创业经历，希望能够对希望从技术进行创新的小伙伴一些经验和启示），再加上这个技术还处于非常早期的阶段，这可能不是我一个人或者一个公司的力量可以实现的，所以现在决定把过去的工作完全开源给社区，希望借助社区的力量去发展。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源目的">开源目的<a href="#开源目的" class="hash-link" aria-label="开源目的的直接链接" title="开源目的的直接链接">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="License的直接链接" title="License的直接链接">​</a></h2><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="特别说明">特别说明<a href="#特别说明" class="hash-link" aria-label="特别说明的直接链接" title="特别说明的直接链接">​</a></h2><p>如果阅读了白皮书，相信可以感受都其中涉及的知识的复杂性，所以这里开源的必然不是一个成熟的产品，本项目具有更多探索性质。它更多提供的是一种技术思路，如果要使这种技术愿景成为现实，可能还需要社区持续做出很多思考和贡献。也许最后演变出来的东西会完全不一样，但是如果本项目在其中起到了很大的一些作用，也是一种价值体现。后面我们也提供了一种《建议的产品化路径》来帮助企业思考怎样去更快地接入业务产品。</p></article></div><div class="col col--2"><div class="tableOfContents_bqdL 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data-tags="default,docs-community-current,docs-default-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><p>这里对本项目开源相关的事项进行解释和说明。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源背景">开源背景<a href="#开源背景" class="hash-link" aria-label="开源背景的直接链接" title="开源背景的直接链接">​</a></h2><p>开源，我认为是软件技术发展的最好的形式，尤其是比较底层的基础设施。其中不光是因为开源能够聚集更多的开发力量和吸收新的创新思维，另一个重要原因是提升应用的透明度。从用户隐私保护、去中心化、以及平台型的基础设施等角度，开源几乎是能够给予上述问题唯一的答案。</p><p>我自Reality World设计的第一天就决定以后会将它彻底开源，但是由于它的一些技术上的复杂性，我觉得还是需要自己以创业的形式先做到一定的程度，再去发布给社区，这样社区能够比较容易地理解它的目的和意义，从而能够更好地参与。然而经过过去一年半的尝试，我还是很难在国内找到资金能够支持这件事情（我会分享我这一年的创业经历，希望能够对希望从技术进行创新的小伙伴一些经验和启示），再加上这个技术还处于非常早期的阶段，这可能不是我一个人或者一个公司的力量可以实现的，所以现在决定把过去的工作完全开源给社区，希望借助社区的力量去发展。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="开源目的">开源目的<a href="#开源目的" class="hash-link" aria-label="开源目的的直接链接" title="开源目的的直接链接">​</a></h2><p>我希望Reality World的开源可以实现以下几个目的：</p><ul><li><strong>为未来5-10年的数字世界基础架构的技术发展方向提供一种系统的视角</strong>，这个问题是非常复杂的，不光是技术本身就充满复杂性，要考虑很多问题，同时在认知上去理解也是非常复杂的，所以我们必须构建一套清晰的视角去理解这些问题，为后续的研究提供一些有价值的参考思路。</li><li><strong>为上述的架构体系提供一种可行且简易的技术实现方案</strong>，提出一种想法有时候看起来很容易，例如很多科技媒体也提出许多对于未来软件应用的畅想。但一套可行的技术方案涉及很多细节，例如你对现有技术体系进行怎样的调整，理由和必要性是什么，调整之后对其它模块的交互方式是怎样，调整之后怎样建立新的生态，用户怎样去学习等等，这一切后面涉及非常复杂的架构思考。所以我们必须有一个可行的技术实现方案，才能说明它的可行性，因此才具有参考价值。</li><li><strong>为程序员对技术的学习提供一些不同维度的理解</strong>，我们程序员终极一生的努力可能都是尝试去更好地理解软件构建的逻辑思维，因为软件的逻辑表达是极度复杂的，这种复杂性随着软件规模的增大而急剧上升。程序员应对这种挑战的最好方法，就是尽可能去更好地理解软件构造的逻辑。这种逻辑可能超出对一个技术本身作为工具属性的掌握，更要理解这些技术背后的思想，我认为掌握技术思想的衡量方式就是你有可能把它用于超出它本身被定义用来解决问题的范围，Reality World的设计和思考过程充满着大量的这类对技术的不同解读，相信能够提供很多不同的启示从而助力我们掌握技术背后的思想。</li><li><strong>借助社区的力量去挖掘这种新型技术架构能够支撑的产品形态</strong>，最近几年关于Web 3.0、元宇宙、以及大模型AI应用的持续不断出现，人们对未来数字化的预期会越来越大，未来的数字化形态必然会发生一些变化。但是目前很多因素糅合在一起使得我们很难去看到清楚的路径，这里面必然涉及到底层技术以及上层产品形态的相互驱动及进化，任何单一实体可能都很难从这种耦合中看到清晰的逻辑。所以Reality World聚焦于技术的思考，并将这些思考全部开源，然后不同的行业可以吸取这种思考去融入自己的产品思维，这样也许我们可以共同来理清未来的思路。</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="license">License<a href="#license" class="hash-link" aria-label="License的直接链接" title="License的直接链接">​</a></h2><p>Reality World所有的源代码及其技术架构思路均采用非常宽松的MIT开源协议：</p><ul><li><a href="http://opensource.org/licenses/MIT" target="_blank" rel="noopener noreferrer">MIT license</a></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="特别说明">特别说明<a href="#特别说明" class="hash-link" aria-label="特别说明的直接链接" title="特别说明的直接链接">​</a></h2><p>如果阅读了白皮书，相信可以感受都其中涉及的知识的复杂性，所以这里开源的必然不是一个成熟的产品，本项目具有更多探索性质。它更多提供的是一种技术思路，如果要使这种技术愿景成为现实，可能还需要社区持续做出很多思考和贡献。也许最后演变出来的东西会完全不一样，但是如果本项目在其中起到了很大的一些作用，也是一种价值体现。后面我们也提供了一种《建议的产品化路径》来帮助企业思考怎样去更快地接入业务产品。</p></article></div><div class="col col--2"><div class="tableOfContents_bqdL 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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.3 技术优势</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">本页总览</button></div><div class="theme-doc-markdown markdown"><header><h1>1.3 技术优势</h1></header><h2 class="anchor anchorWithStickyNavbar_LWe7" id="无代码交互内容创作">无代码交互内容创作<a href="#无代码交互内容创作" class="hash-link" aria-label="无代码交互内容创作的直接链接" title="无代码交互内容创作的直接链接">​</a></h2><p>现在大部分应用都是在设计一个特定场景，提供官方特定的应用、规则或玩法，跟游戏的思路类似，更强调用户的体验</p><p>除了游戏引擎，能让用户创作的只有Roblox 只类型的</p><p>能够面向普通用户，且针对交互内容进行创作的，只有一家，它是未来最基础的模式和能力，当前没有一家在这个层面，独此一家</p><p>用户可以基于RealityWorld 创作游戏，或者简单的作品，跟Roblox 一样，但是它通过两个门槛以及丰富创作的类别，让更多普通用户可以参与，从而大大增加用户群，使得开发者在这个平台上开发游戏有可能具有更大的用户群</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="代码复用机制">代码复用机制<a href="#代码复用机制" class="hash-link" aria-label="代码复用机制的直接链接" title="代码复用机制的直接链接">​</a></h2><p><strong>CreationXR runtime，</strong>可以被任意第三方app集成</p><p>他颠覆了传统开发者生态的方式，传统的小程序或者Roblox 或者Snapchat 只能集中式，只有平台一个入口，而像Niantic 这种仅开放底层能力：</p><ul><li>开发者接入实际很困难，因为要调用众多的API</li><li>每个app接入的方式存在冗余，重复，这部分可以共享</li><li>每个app接入的方式不一样，因此每个app开发的功能本质上类似，但是3D部份却要重复开发，例如要接入预览流等等</li><li>无法在自己的app里面共享一套开发标准，Unity不算标准，因为他更偏低层，没有定义太多规范，导致每个人开发不一样，而RealityCreate 是高度规范化的</li></ul><p>这使得第三方开发者可以共享RealityCreate 高度规范化的流程，又可以最简单的成本和方式接入自己app，从而是开发者聚焦创作本身，同时能享受云原生，用户协作等等所有Creation XR得好处</p><p>这样也可以避免in-house 引擎的问题，in-house 引擎主要的问题是不能被其他app简单使用，有固定的流程，这样：</p><ul><li>既可以按照in-house 的做法快速提升自己的差异性，而避免陷入Unreal和Unity 那样的通用引擎</li><li>又能像Unity一样被用于开发独立应用</li><li>还抓住了生态</li></ul><p>这种模式还有一个好处，除了应用部署本身，他还提供如应用的统计分析等功能，应用的存储，这些原本都是要开发者自己去对接的，传统的应用开发看有多么复杂：</p><ul><li>开发者自己自己Unity开发app程序，其中包括大量的美术资源和逻辑开发是每个游戏开发者比较重复的</li><li>自己打包部署，这要求一些平台层的技巧和经验，这些其实超出了开发者对内容的聚焦，除了内容和玩法，一个游戏创业公司还需要花很多资源</li><li>然后还需要对接各种SDK，包括端侧的和云侧的，而各种SDK都要公司自己学习，并且不同公司之间这些工作也是重复的，但是每个公司都的招人去挖坑，有时候这些反而成为一些小团队比较阻碍发布的一些障碍</li><li>后期的运维也需要一些精力和人力也自己开发经验的投入</li></ul><p>总之，游戏开发团队花了较多的精力在一些繁琐的事情上，而且公司之间的这些能力本可以共享的，开发者本应该聚焦内容开发</p><p>原因是因为开发者要自己发布app，所以没有办法去统一集成一些东西，这些东西本身没有标准，很难统一</p><p>当然大的应用本身需要更灵活的能力，有太多限制反而不利于开发，但是对于一些小内容，尤其是个人内容，这是可行的，而且个人开发者需要这样的生态</p><p>Roblox 就是做了这些事情，应用开发者不需要担心其他事情，但：</p><ul><li>它不支持Roblox之外的分发</li><li>它不支持链接的方式分享</li><li>编程模型不一样</li><li>主要面向PC和手机，没有针对XR的算法层接口封装</li><li>编程模型不一样所以不可能支持XR设备创作</li><li>还是典型的专业开发+普通用户玩的模式，没有普通用户的创建模式和创造体验</li></ul><p><strong>以此为基础，构建微服务架构</strong></p><p>美术资源的重复问题</p><ul><li>传统互动内容最重要的是玩法、故事，美术相对不是最核心的</li><li>美术资源能够提供独特的视觉语言，但是这些视觉语言更多是风格化的类型，例如在同一种写实风格类型下，玩家对不同的场景感知的差异就会小很多</li><li>美术场景通过程序化生成方法是能提供较好的差异性和独特性的</li><li>如果这种程序化方法更加支持风格化，那么就能满足上述的需求</li><li>风格化主要表现为纹理或者基础材质，有时网格也有一定的差异，但是这都可以进行研究</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="高性能低功耗">高性能、低功耗<a href="#高性能低功耗" class="hash-link" aria-label="高性能、低功耗的直接链接" title="高性能、低功耗的直接链接">​</a></h2><p>现代游戏程序通常基于OOP进行开发，其中的引用关系错综复杂，对现代内存硬件架构极度不友好，需要重新对游戏的运行时内存数据进行更好的管理，并且这些管理又不能给开发者带来成本。</p><p>参见2.3.1节。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="大规模并发分布式">大规模并发、分布式<a href="#大规模并发分布式" class="hash-link" aria-label="大规模并发、分布式的直接链接" title="大规模并发、分布式的直接链接">​</a></h2><p>基于上述相似的原因，现代游戏程序无法使用大规模并发的需求，例如单台服务器最多只能支持上百人同时在线。这主要是游戏程序内的程序和数据耦合度非常高，导致单台服务器必须加载所有的数据，这样的方式不管单台服务器的内存不够，也会带来多台服务器重复加载，以及重复加载导致的数据同步导致的复杂问题。</p><p>参见2.2.13节。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="自我进化的标准架构">自我进化的标准架构<a href="#自我进化的标准架构" class="hash-link" aria-label="自我进化的标准架构的直接链接" title="自我进化的标准架构的直接链接">​</a></h2><p>在一个传统的游戏程序中，所有的逻辑都是包含在程序中不可修改，所有的关卡、剧情等等都是固定的，跟电影比较类似，唯一不同的可能是游戏具有交互性。</p><p>当需要更新程序时，通常通过DLC或Mod等机制对游戏进行扩展或增强，但是这两种机制通常都比较受限，因此本质上，至少一个已经发布的游戏其核心体验是很难改变的。</p><p>但一个开放的Metaverse不仅需要可以任意添加独立程序的能力，还需要能够像真实世界一样自动筛选优秀内容的能力，否则用户可能很快就沉入很多垃圾或者质量较低的信息当中。</p><p>传统的数字经济，这种内容都是需要平台使用一定的算法进行推荐，这种推荐算法一般由用户对自己的内容设置一些标签，然后平台建立一些相关度的机制。</p><p>但真实世界却是相反的，它们由每个根据自己的判断和选择，来促进整个世界的进化。参见4.12节内容。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="文件选项卡"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/docs/introduction/current"><div class="pagination-nav__sublabel">上一页</div><div 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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.3 技术优势</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">本页总览</button></div><div class="theme-doc-markdown markdown"><header><h1>1.3 技术优势</h1></header><h2 class="anchor anchorWithStickyNavbar_LWe7" id="无代码交互内容创作">无代码交互内容创作<a href="#无代码交互内容创作" class="hash-link" aria-label="无代码交互内容创作的直接链接" title="无代码交互内容创作的直接链接">​</a></h2><p>现在大部分应用都是在设计一个特定场景，提供官方特定的应用、规则或玩法，跟游戏的思路类似，更强调用户的体验</p><p>除了游戏引擎，能让用户创作的只有Roblox 只类型的</p><p>能够面向普通用户，且针对交互内容进行创作的，只有一家，它是未来最基础的模式和能力，当前没有一家在这个层面，独此一家</p><p>用户可以基于RealityWorld 创作游戏，或者简单的作品，跟Roblox 一样，但是它通过两个门槛以及丰富创作的类别，让更多普通用户可以参与，从而大大增加用户群，使得开发者在这个平台上开发游戏有可能具有更大的用户群</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="代码复用机制">代码复用机制<a href="#代码复用机制" class="hash-link" aria-label="代码复用机制的直接链接" title="代码复用机制的直接链接">​</a></h2><p><strong>CreationXR runtime，</strong>可以被任意第三方app集成</p><p>他颠覆了传统开发者生态的方式，传统的小程序或者Roblox 或者Snapchat 只能集中式，只有平台一个入口，而像Niantic 这种仅开放底层能力：</p><ul><li>开发者接入实际很困难，因为要调用众多的API</li><li>每个app接入的方式存在冗余，重复，这部分可以共享</li><li>每个app接入的方式不一样，因此每个app开发的功能本质上类似，但是3D部份却要重复开发，例如要接入预览流等等</li><li>无法在自己的app里面共享一套开发标准，Unity不算标准，因为他更偏低层，没有定义太多规范，导致每个人开发不一样，而RealityCreate 是高度规范化的</li></ul><p>这使得第三方开发者可以共享RealityCreate 高度规范化的流程，又可以最简单的成本和方式接入自己app，从而是开发者聚焦创作本身，同时能享受云原生，用户协作等等所有Creation XR得好处</p><p>这样也可以避免in-house 引擎的问题，in-house 引擎主要的问题是不能被其他app简单使用，有固定的流程，这样：</p><ul><li>既可以按照in-house 的做法快速提升自己的差异性，而避免陷入Unreal和Unity 那样的通用引擎</li><li>又能像Unity一样被用于开发独立应用</li><li>还抓住了生态</li></ul><p>这种模式还有一个好处，除了应用部署本身，他还提供如应用的统计分析等功能，应用的存储，这些原本都是要开发者自己去对接的，传统的应用开发看有多么复杂：</p><ul><li>开发者自己自己Unity开发app程序，其中包括大量的美术资源和逻辑开发是每个游戏开发者比较重复的</li><li>自己打包部署，这要求一些平台层的技巧和经验，这些其实超出了开发者对内容的聚焦，除了内容和玩法，一个游戏创业公司还需要花很多资源</li><li>然后还需要对接各种SDK，包括端侧的和云侧的，而各种SDK都要公司自己学习，并且不同公司之间这些工作也是重复的，但是每个公司都的招人去挖坑，有时候这些反而成为一些小团队比较阻碍发布的一些障碍</li><li>后期的运维也需要一些精力和人力也自己开发经验的投入</li></ul><p>总之，游戏开发团队花了较多的精力在一些繁琐的事情上，而且公司之间的这些能力本可以共享的，开发者本应该聚焦内容开发</p><p>原因是因为开发者要自己发布app，所以没有办法去统一集成一些东西，这些东西本身没有标准，很难统一</p><p>当然大的应用本身需要更灵活的能力，有太多限制反而不利于开发，但是对于一些小内容，尤其是个人内容，这是可行的，而且个人开发者需要这样的生态</p><p>Roblox 就是做了这些事情，应用开发者不需要担心其他事情，但：</p><ul><li>它不支持Roblox之外的分发</li><li>它不支持链接的方式分享</li><li>编程模型不一样</li><li>主要面向PC和手机，没有针对XR的算法层接口封装</li><li>编程模型不一样所以不可能支持XR设备创作</li><li>还是典型的专业开发+普通用户玩的模式，没有普通用户的创建模式和创造体验</li></ul><p><strong>以此为基础，构建微服务架构</strong></p><p>美术资源的重复问题</p><ul><li>传统互动内容最重要的是玩法、故事，美术相对不是最核心的</li><li>美术资源能够提供独特的视觉语言，但是这些视觉语言更多是风格化的类型，例如在同一种写实风格类型下，玩家对不同的场景感知的差异就会小很多</li><li>美术场景通过程序化生成方法是能提供较好的差异性和独特性的</li><li>如果这种程序化方法更加支持风格化，那么就能满足上述的需求</li><li>风格化主要表现为纹理或者基础材质，有时网格也有一定的差异，但是这都可以进行研究</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="高性能低功耗">高性能、低功耗<a href="#高性能低功耗" class="hash-link" aria-label="高性能、低功耗的直接链接" title="高性能、低功耗的直接链接">​</a></h2><p>现代游戏程序通常基于OOP进行开发，其中的引用关系错综复杂，对现代内存硬件架构极度不友好，需要重新对游戏的运行时内存数据进行更好的管理，并且这些管理又不能给开发者带来成本。</p><p>参见2.3.1节。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="大规模并发分布式">大规模并发、分布式<a href="#大规模并发分布式" class="hash-link" aria-label="大规模并发、分布式的直接链接" title="大规模并发、分布式的直接链接">​</a></h2><p>基于上述相似的原因，现代游戏程序无法使用大规模并发的需求，例如单台服务器最多只能支持上百人同时在线。这主要是游戏程序内的程序和数据耦合度非常高，导致单台服务器必须加载所有的数据，这样的方式不管单台服务器的内存不够，也会带来多台服务器重复加载，以及重复加载导致的数据同步导致的复杂问题。</p><p>参见2.2.13节。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="自我进化的标准架构">自我进化的标准架构<a href="#自我进化的标准架构" class="hash-link" aria-label="自我进化的标准架构的直接链接" title="自我进化的标准架构的直接链接">​</a></h2><p>在一个传统的游戏程序中，所有的逻辑都是包含在程序中不可修改，所有的关卡、剧情等等都是固定的，跟电影比较类似，唯一不同的可能是游戏具有交互性。</p><p>当需要更新程序时，通常通过DLC或Mod等机制对游戏进行扩展或增强，但是这两种机制通常都比较受限，因此本质上，至少一个已经发布的游戏其核心体验是很难改变的。</p><p>但一个开放的Metaverse不仅需要可以任意添加独立程序的能力，还需要能够像真实世界一样自动筛选优秀内容的能力，否则用户可能很快就沉入很多垃圾或者质量较低的信息当中。</p><p>传统的数字经济，这种内容都是需要平台使用一定的算法进行推荐，这种推荐算法一般由用户对自己的内容设置一些标签，然后平台建立一些相关度的机制。</p><p>但真实世界却是相反的，它们由每个根据自己的判断和选择，来促进整个世界的进化。参见4.12节内容。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="文件选项卡"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/docs/introduction/current"><div class="pagination-nav__sublabel">上一页</div><div 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Introduction」" type="button" class="clean-btn menu__caret"></button></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/zh/docs/introduction/evolution">1.1 变革</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/zh/docs/introduction/current">1.2 现状</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/zh/docs/introduction/advantage">1.3 技术优势</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link menu__link--active" aria-current="page" tabindex="0" href="/zh/docs/introduction/business-model">1.4 商业模式</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/zh/docs/introduction/user">1.5 用户</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/zh/docs/introduction/value">1.6 创造增量价值</a></li></ul></li></ul></nav></div></div></aside><main class="docMainContainer_gTbr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="页面路径"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="主页面" class="breadcrumbs__link" href="/zh/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/zh/docs/introduction/"><span itemprop="name">1. Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.4 商业模式</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">本页总览</button></div><div class="theme-doc-markdown markdown"><header><h1>1.4 商业模式</h1></header><h3 class="anchor anchorWithStickyNavbar_LWe7" id="141-加强朋友间在线互动的最好形式">1.4.1 加强朋友间在线互动的最好形式<a href="#141-加强朋友间在线互动的最好形式" class="hash-link" aria-label="1.4.1 加强朋友间在线互动的最好形式的直接链接" title="1.4.1 加强朋友间在线互动的最好形式的直接链接">​</a></h3><p>传统的在线互动有三种形式：</p><ul><li>视频电话</li><li>多人在线游戏，如《刺激战场》</li><li>《Roblox》类的虚拟房间</li></ul><p>其中游戏类的多人在线，还是以游戏为主，这些交互通常只是聊天或者语音，有点像在现场一起玩游戏大家可以相互讨论；整体的活动还是以玩游戏为主，互动是辅助的形式。</p><p>房间类的交互，相对私密一点，但是这些应用的游戏性往往很弱，比较局限于形式上的在线互动，目的性和娱乐性都不够强。</p><p>Reality World相对上述的模式，存在一下的一些独特区别：</p><ul><li>互动的规则和内容往往是可以由其中一个用户创作的，具有<strong>独特性</strong>，<strong>针对性</strong>，比如针对一个生日专门设置的与朋友相关的场景和互动内容；<strong>这种独特性使得Reality World的内容更容易在好友之间发起互动</strong></li><li>可以在互动的过程中进行共同创作，比如你向蛋糕上切一刀下去，所有人都可以看到蛋糕被切成两份，这是因为Reality World的场景多人协作特性，而其他互动的内容是固定的，每个玩家只能体验这些设计好的内容</li><li>Reality World的内容可以即使创作和分享，不需要提交到商店，然后用户下载，只需要马上创作之后发送给好友一个链接就可以及时打开</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="142-理想的广告-新型虚拟经济体验">1.4.2 理想的广告-新型虚拟经济体验<a href="#142-理想的广告-新型虚拟经济体验" class="hash-link" aria-label="1.4.2 理想的广告-新型虚拟经济体验的直接链接" title="1.4.2 理想的广告-新型虚拟经济体验的直接链接">​</a></h3><p>在现代数字经济中，除了视频、图片和音乐这种能直接体验的数字内容，其他的大部分内容，其实体和对应的数字表述都是分割的，例如淘宝都买的商品只是数字化后的一个记录，你必须收到东西之后才能体验。</p><p>另一种与之相关的数字经济是广告，广告作为一个展示产品的方式，在真实世界中，它们往往以视频或者图片的形式呈现。然而在这种方式中，广告语产品通常是割裂的，受限于实物需要场地及运输等问题，我们并不能总是在任意一个广告旁边放上实物，使得任何看到广告的人就可以购买。</p><p>然而，对于后者才是理想的广告形态：就是广告本身就是产品，或者说广告可以一键直达产品体验和购买。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="1421-广告本身就是产品">1.4.2.1 广告本身就是产品<a href="#1421-广告本身就是产品" class="hash-link" aria-label="1.4.2.1 广告本身就是产品的直接链接" title="1.4.2.1 广告本身就是产品的直接链接">​</a></h4><p>如果广告的产品就是数字内容，而非实体内容，理论上是可以做到这种一键体验的效果的。比如如果产品是一个游戏或者一个应用程序，就可以直接点击下载，这种形式现在很普遍。然而这种方式并不是最好的模式，因为：</p><ul><li>所有的产品都得开发一个app</li><li>用户可能并不想要安装那么多app</li><li>因为每个app安装除了体验产品还有很多额外的负担：注册，登录，进去了解软件的导航功能等等</li></ul><p>所以元宇宙是一个更好的广告平台，每个产品只需要设计一个交互，玩家直接体验一下就是。但是现在的技术并不能做到这种体验，这里面的原因：</p><ul><li>一是平台无法支撑任何开发者自由开发交互内容，往往只能通过平台发布，这样广告能力很受限</li><li>即使增加了新功能，也需要所有玩家都更新，有时候一个广告只有少数人有体验需求</li></ul><p>总之，Reality World可以做到厂商可以任意发布带有交互的广告，然后任何玩家只要看到它，就可以及时体验和购买，真正做到：产品及广告，广告及产品，这种模式有望重塑一个全新的虚拟经济形式。</p><p>如果广告的内容是实体内容，仍然可以虚拟化体验，或者通过交互，相比视频和图片更好的了解产品。</p><p>见4.6.3节内容。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="143-真正的市场经济">1.4.3 真正的“市场经济”<a href="#143-真正的市场经济" class="hash-link" aria-label="1.4.3 真正的“市场经济”的直接链接" title="1.4.3 真正的“市场经济”的直接链接">​</a></h3><p>即市场会决定哪些东西更有价值，这是与传统数字经济系统根本性的不同，传统的数字经济都需要由平台实现某种推荐或者排序算法，例如微博的信息，知乎的文章，淘宝的商品，抖音的视频，这就要求基于一定的标签，分类等机制，信息发布者需要去维护这种标签分类。</p><p>然而真实世界的经济却不是这样的，我们所有的一切不是由类似国家或中央的官方机构决定的，而是靠人们自己的选择，促进整个世界的运转。</p><p>类似真实世界公司之间的销售，产品越好卖的越多，售价也可以随市场调整。</p><p>而且这种机制促进作品的不断改进，就是iPhone手机一样，而传统的内容都是一次性发布，缺乏对原产品的改进机会。游戏也一般由于太复杂，发布后不会有大的改进。目前这些数字经济跟真实世界的经济都不一样。</p><p>可以认为它们都是“结构化”的经济，而不是市场经济。</p><p>真正的市场经济会促使和催生更多的好内容，更多的人参与。而传统的数字经济，都是少数人在参与或获利。</p><p>在真实生活中，每个人都在参与经济贡献；而在目前的自媒体时代，只有少数人在参与经济贡献，大部分都是消费者。</p><p>这有机会使得整个经济系统的活力更大：传统的数字化经济都是靠阅读量类似不准确的机制，在这种机制下创作者倾向于作弊买量，而不是创作更好的内容。此外，阅读量本身是个不准确的度量，例如用户可能只是打开了页面就关闭了，根本就没有深入了解对应的内容。而这种通过“实际使用”而不是“查看页面”转化而来对产品的经济定义，更容易促进用户进行更好的创作，就像真实世界一样。见4.3节更多描述。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="144-以标准和组件为核心的抽成机制">1.4.4 以标准和组件为核心的抽成机制<a href="#144-以标准和组件为核心的抽成机制" class="hash-link" aria-label="1.4.4 以标准和组件为核心的抽成机制的直接链接" title="1.4.4 以标准和组件为核心的抽成机制的直接链接">​</a></h3><p>传统的NFT类的数字交易市场，交易的是一个数字内容，是一个拷贝，这个拷贝除非通过一定的手段跟踪转售记录，或者甚至限制转售，很难保证创作者的权益。</p><p>而Reality World交易的主要是组件和标准，这些组件和标准并不会拷贝一份，而只是一个引用，然后运行时动态从源头拉取最新代码。所以他天生就可以保证了解使用者的情况，比如一个标准能够追踪到所有使用其标准的组件，也能够追踪到所有使用这些标准的用户。</p><p>这样标准开发者不能能够收取所有使用者的费用，并且还有很好的更新机制，通知用户购买相关和最新产品，就像真实世界一样。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="145-持续消费">1.4.5 持续消费<a href="#145-持续消费" class="hash-link" aria-label="1.4.5 持续消费的直接链接" title="1.4.5 持续消费的直接链接">​</a></h3><p>传统的数字化进程中，数字化产品往往是一次性消费，这导致：</p><ul><li>软件开发者升级动力不大，对创新及创新的速度是极为不利的，因为新用户会越来越少</li><li>大量陈旧代码，一方面是平台兼容成本高，一方面是用户使用比较陈旧的技术或体验</li></ul><p>需要改变这种局面，才能更大地激活数字消费。</p><p>参见4.12.4.3节内容。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="文件选项卡"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/docs/introduction/advantage"><div class="pagination-nav__sublabel">上一页</div><div class="pagination-nav__label">1.3 技术优势</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/zh/docs/introduction/user"><div class="pagination-nav__sublabel">下一页</div><div class="pagination-nav__label">1.5 用户</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#141-加强朋友间在线互动的最好形式" class="table-of-contents__link toc-highlight">1.4.1 加强朋友间在线互动的最好形式</a></li><li><a href="#142-理想的广告-新型虚拟经济体验" class="table-of-contents__link toc-highlight">1.4.2 理想的广告-新型虚拟经济体验</a></li><li><a href="#143-真正的市场经济" class="table-of-contents__link toc-highlight">1.4.3 真正的“市场经济”</a></li><li><a href="#144-以标准和组件为核心的抽成机制" class="table-of-contents__link toc-highlight">1.4.4 以标准和组件为核心的抽成机制</a></li><li><a href="#145-持续消费" class="table-of-contents__link toc-highlight">1.4.5 持续消费</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col 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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.4 商业模式</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">本页总览</button></div><div class="theme-doc-markdown markdown"><header><h1>1.4 商业模式</h1></header><h3 class="anchor anchorWithStickyNavbar_LWe7" id="141-加强朋友间在线互动的最好形式">1.4.1 加强朋友间在线互动的最好形式<a href="#141-加强朋友间在线互动的最好形式" class="hash-link" aria-label="1.4.1 加强朋友间在线互动的最好形式的直接链接" title="1.4.1 加强朋友间在线互动的最好形式的直接链接">​</a></h3><p>传统的在线互动有三种形式：</p><ul><li>视频电话</li><li>多人在线游戏，如《刺激战场》</li><li>《Roblox》类的虚拟房间</li></ul><p>其中游戏类的多人在线，还是以游戏为主，这些交互通常只是聊天或者语音，有点像在现场一起玩游戏大家可以相互讨论；整体的活动还是以玩游戏为主，互动是辅助的形式。</p><p>房间类的交互，相对私密一点，但是这些应用的游戏性往往很弱，比较局限于形式上的在线互动，目的性和娱乐性都不够强。</p><p>Reality World相对上述的模式，存在一下的一些独特区别：</p><ul><li>互动的规则和内容往往是可以由其中一个用户创作的，具有<strong>独特性</strong>，<strong>针对性</strong>，比如针对一个生日专门设置的与朋友相关的场景和互动内容；<strong>这种独特性使得Reality World的内容更容易在好友之间发起互动</strong></li><li>可以在互动的过程中进行共同创作，比如你向蛋糕上切一刀下去，所有人都可以看到蛋糕被切成两份，这是因为Reality World的场景多人协作特性，而其他互动的内容是固定的，每个玩家只能体验这些设计好的内容</li><li>Reality World的内容可以即使创作和分享，不需要提交到商店，然后用户下载，只需要马上创作之后发送给好友一个链接就可以及时打开</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="142-理想的广告-新型虚拟经济体验">1.4.2 理想的广告-新型虚拟经济体验<a href="#142-理想的广告-新型虚拟经济体验" class="hash-link" aria-label="1.4.2 理想的广告-新型虚拟经济体验的直接链接" title="1.4.2 理想的广告-新型虚拟经济体验的直接链接">​</a></h3><p>在现代数字经济中，除了视频、图片和音乐这种能直接体验的数字内容，其他的大部分内容，其实体和对应的数字表述都是分割的，例如淘宝都买的商品只是数字化后的一个记录，你必须收到东西之后才能体验。</p><p>另一种与之相关的数字经济是广告，广告作为一个展示产品的方式，在真实世界中，它们往往以视频或者图片的形式呈现。然而在这种方式中，广告语产品通常是割裂的，受限于实物需要场地及运输等问题，我们并不能总是在任意一个广告旁边放上实物，使得任何看到广告的人就可以购买。</p><p>然而，对于后者才是理想的广告形态：就是广告本身就是产品，或者说广告可以一键直达产品体验和购买。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="1421-广告本身就是产品">1.4.2.1 广告本身就是产品<a href="#1421-广告本身就是产品" class="hash-link" aria-label="1.4.2.1 广告本身就是产品的直接链接" title="1.4.2.1 广告本身就是产品的直接链接">​</a></h4><p>如果广告的产品就是数字内容，而非实体内容，理论上是可以做到这种一键体验的效果的。比如如果产品是一个游戏或者一个应用程序，就可以直接点击下载，这种形式现在很普遍。然而这种方式并不是最好的模式，因为：</p><ul><li>所有的产品都得开发一个app</li><li>用户可能并不想要安装那么多app</li><li>因为每个app安装除了体验产品还有很多额外的负担：注册，登录，进去了解软件的导航功能等等</li></ul><p>所以元宇宙是一个更好的广告平台，每个产品只需要设计一个交互，玩家直接体验一下就是。但是现在的技术并不能做到这种体验，这里面的原因：</p><ul><li>一是平台无法支撑任何开发者自由开发交互内容，往往只能通过平台发布，这样广告能力很受限</li><li>即使增加了新功能，也需要所有玩家都更新，有时候一个广告只有少数人有体验需求</li></ul><p>总之，Reality World可以做到厂商可以任意发布带有交互的广告，然后任何玩家只要看到它，就可以及时体验和购买，真正做到：产品及广告，广告及产品，这种模式有望重塑一个全新的虚拟经济形式。</p><p>如果广告的内容是实体内容，仍然可以虚拟化体验，或者通过交互，相比视频和图片更好的了解产品。</p><p>见4.6.3节内容。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="143-真正的市场经济">1.4.3 真正的“市场经济”<a href="#143-真正的市场经济" class="hash-link" aria-label="1.4.3 真正的“市场经济”的直接链接" title="1.4.3 真正的“市场经济”的直接链接">​</a></h3><p>即市场会决定哪些东西更有价值，这是与传统数字经济系统根本性的不同，传统的数字经济都需要由平台实现某种推荐或者排序算法，例如微博的信息，知乎的文章，淘宝的商品，抖音的视频，这就要求基于一定的标签，分类等机制，信息发布者需要去维护这种标签分类。</p><p>然而真实世界的经济却不是这样的，我们所有的一切不是由类似国家或中央的官方机构决定的，而是靠人们自己的选择，促进整个世界的运转。</p><p>类似真实世界公司之间的销售，产品越好卖的越多，售价也可以随市场调整。</p><p>而且这种机制促进作品的不断改进，就是iPhone手机一样，而传统的内容都是一次性发布，缺乏对原产品的改进机会。游戏也一般由于太复杂，发布后不会有大的改进。目前这些数字经济跟真实世界的经济都不一样。</p><p>可以认为它们都是“结构化”的经济，而不是市场经济。</p><p>真正的市场经济会促使和催生更多的好内容，更多的人参与。而传统的数字经济，都是少数人在参与或获利。</p><p>在真实生活中，每个人都在参与经济贡献；而在目前的自媒体时代，只有少数人在参与经济贡献，大部分都是消费者。</p><p>这有机会使得整个经济系统的活力更大：传统的数字化经济都是靠阅读量类似不准确的机制，在这种机制下创作者倾向于作弊买量，而不是创作更好的内容。此外，阅读量本身是个不准确的度量，例如用户可能只是打开了页面就关闭了，根本就没有深入了解对应的内容。而这种通过“实际使用”而不是“查看页面”转化而来对产品的经济定义，更容易促进用户进行更好的创作，就像真实世界一样。见4.3节更多描述。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="144-以标准和组件为核心的抽成机制">1.4.4 以标准和组件为核心的抽成机制<a href="#144-以标准和组件为核心的抽成机制" class="hash-link" aria-label="1.4.4 以标准和组件为核心的抽成机制的直接链接" title="1.4.4 以标准和组件为核心的抽成机制的直接链接">​</a></h3><p>传统的NFT类的数字交易市场，交易的是一个数字内容，是一个拷贝，这个拷贝除非通过一定的手段跟踪转售记录，或者甚至限制转售，很难保证创作者的权益。</p><p>而Reality World交易的主要是组件和标准，这些组件和标准并不会拷贝一份，而只是一个引用，然后运行时动态从源头拉取最新代码。所以他天生就可以保证了解使用者的情况，比如一个标准能够追踪到所有使用其标准的组件，也能够追踪到所有使用这些标准的用户。</p><p>这样标准开发者不能能够收取所有使用者的费用，并且还有很好的更新机制，通知用户购买相关和最新产品，就像真实世界一样。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="145-持续消费">1.4.5 持续消费<a href="#145-持续消费" class="hash-link" aria-label="1.4.5 持续消费的直接链接" title="1.4.5 持续消费的直接链接">​</a></h3><p>传统的数字化进程中，数字化产品往往是一次性消费，这导致：</p><ul><li>软件开发者升级动力不大，对创新及创新的速度是极为不利的，因为新用户会越来越少</li><li>大量陈旧代码，一方面是平台兼容成本高，一方面是用户使用比较陈旧的技术或体验</li></ul><p>需要改变这种局面，才能更大地激活数字消费。</p><p>参见4.12.4.3节内容。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="文件选项卡"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/docs/introduction/advantage"><div class="pagination-nav__sublabel">上一页</div><div class="pagination-nav__label">1.3 技术优势</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/zh/docs/introduction/user"><div class="pagination-nav__sublabel">下一页</div><div class="pagination-nav__label">1.5 用户</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#141-加强朋友间在线互动的最好形式" class="table-of-contents__link toc-highlight">1.4.1 加强朋友间在线互动的最好形式</a></li><li><a href="#142-理想的广告-新型虚拟经济体验" class="table-of-contents__link toc-highlight">1.4.2 理想的广告-新型虚拟经济体验</a></li><li><a href="#143-真正的市场经济" class="table-of-contents__link toc-highlight">1.4.3 真正的“市场经济”</a></li><li><a href="#144-以标准和组件为核心的抽成机制" class="table-of-contents__link toc-highlight">1.4.4 以标准和组件为核心的抽成机制</a></li><li><a href="#145-持续消费" class="table-of-contents__link toc-highlight">1.4.5 持续消费</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col 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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.2 现状</span><meta itemprop="position" content="2"></li></ul></nav><div class="theme-doc-markdown markdown"><header><h1>1.2 现状</h1></header><p>不能随时随地高效的内容创建，与随时随地方便的将创建的内容进行社交分享，是当前最大的问题，或者说是3D数字世界发展的一些重要基础；前者的难点在于它需要编程（通常需要面向对象的编程能力），所有逻辑都是通过面向对象的方式创建出来的（大部分人都不具备）；而后者的难点在于它需要一套新的支持分布式协同编辑和分发的底层数据格式表述，这与当前大部分引擎私有格式都不一样</p><p>1、主要基于场景理解</p><p>当前大部分AR应用都是基于场景理解的简单特效/滤镜呈现，以及围绕这些滤镜非常简单的交互，没有围绕场景构建做太多事情，即堡垒之夜的方式，包括更复杂的交互</p><p>2、3D内容分发</p><p>当前大部分不能分发3D内容本身，而是分享录制的视频；或者只是分享相同的滤镜给朋友，使用体验没有差异性</p><p>3、用户创建参与感很弱</p><p>绝大部分都是场景理解驱动，仅有纯视觉的体验，没有3D真正复杂的交互和创建体验</p><p>4、大部分聚焦虚拟空间</p><p>元宇宙即社交方向行业大部分在做虚拟空间：元象、RecRoom、monoAI等</p><p>5、3D创建的价值/Minecraft </p><p>除了精心的游戏规则设计（这需要很高的开发技巧和能力），3D内容的创建本身也是很有乐趣的，而能够创建自己设计的一定规则的内容就更有趣</p><p>大部分没有集中于面向普通用户创建3D内容的能力或体验，Roblox 面向有一定经验的开发者，并且开发模式本质上与传统游戏开发类似，只是分发机制不一样，NV和太极面向用户创作，但是没有面向移动端，而且是纯内容创作</p><p>6、底层创新</p><p>当前普遍聚焦上层架构，围绕怎样将传统游戏的流程和体验往元宇宙上靠，其结果大多数虚拟空间类产品，聚焦底层协作的主要是Omniverse和太极，其中深入底层性能的只有太极，但在中间层上下协同方面缺乏重点创新，其中太极和元象都在主打云渲染，太极还强调在线协同编辑，Omniverse则支持一般的协同编辑</p><p>7、虚拟空间也主要是纯视觉体验</p><p>大部分只是在里面行走，不能做太多事情，更不能创作，或者有的也是固定规则的交互，例如Roblox 里面的一些模拟经验的游戏</p><p>8、游戏更新的时间</p><p>一般需要重新发布的流程，Ubisoft Scalar试图通过云端微服务架构实现及时更新，另外云原生基本上天生就是及时更新的，因为它的资源都在云端</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="文件选项卡"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/docs/introduction/evolution"><div class="pagination-nav__sublabel">上一页</div><div class="pagination-nav__label">1.1 变革</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/zh/docs/introduction/advantage"><div class="pagination-nav__sublabel">下一页</div><div class="pagination-nav__label">1.3 技术优势</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.2 现状</span><meta itemprop="position" content="2"></li></ul></nav><div class="theme-doc-markdown markdown"><header><h1>1.2 现状</h1></header><p>不能随时随地高效的内容创建，与随时随地方便的将创建的内容进行社交分享，是当前最大的问题，或者说是3D数字世界发展的一些重要基础；前者的难点在于它需要编程（通常需要面向对象的编程能力），所有逻辑都是通过面向对象的方式创建出来的（大部分人都不具备）；而后者的难点在于它需要一套新的支持分布式协同编辑和分发的底层数据格式表述，这与当前大部分引擎私有格式都不一样</p><p>1、主要基于场景理解</p><p>当前大部分AR应用都是基于场景理解的简单特效/滤镜呈现，以及围绕这些滤镜非常简单的交互，没有围绕场景构建做太多事情，即堡垒之夜的方式，包括更复杂的交互</p><p>2、3D内容分发</p><p>当前大部分不能分发3D内容本身，而是分享录制的视频；或者只是分享相同的滤镜给朋友，使用体验没有差异性</p><p>3、用户创建参与感很弱</p><p>绝大部分都是场景理解驱动，仅有纯视觉的体验，没有3D真正复杂的交互和创建体验</p><p>4、大部分聚焦虚拟空间</p><p>元宇宙即社交方向行业大部分在做虚拟空间：元象、RecRoom、monoAI等</p><p>5、3D创建的价值/Minecraft </p><p>除了精心的游戏规则设计（这需要很高的开发技巧和能力），3D内容的创建本身也是很有乐趣的，而能够创建自己设计的一定规则的内容就更有趣</p><p>大部分没有集中于面向普通用户创建3D内容的能力或体验，Roblox 面向有一定经验的开发者，并且开发模式本质上与传统游戏开发类似，只是分发机制不一样，NV和太极面向用户创作，但是没有面向移动端，而且是纯内容创作</p><p>6、底层创新</p><p>当前普遍聚焦上层架构，围绕怎样将传统游戏的流程和体验往元宇宙上靠，其结果大多数虚拟空间类产品，聚焦底层协作的主要是Omniverse和太极，其中深入底层性能的只有太极，但在中间层上下协同方面缺乏重点创新，其中太极和元象都在主打云渲染，太极还强调在线协同编辑，Omniverse则支持一般的协同编辑</p><p>7、虚拟空间也主要是纯视觉体验</p><p>大部分只是在里面行走，不能做太多事情，更不能创作，或者有的也是固定规则的交互，例如Roblox 里面的一些模拟经验的游戏</p><p>8、游戏更新的时间</p><p>一般需要重新发布的流程，Ubisoft Scalar试图通过云端微服务架构实现及时更新，另外云原生基本上天生就是及时更新的，因为它的资源都在云端</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="文件选项卡"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/docs/introduction/evolution"><div class="pagination-nav__sublabel">上一页</div><div class="pagination-nav__label">1.1 变革</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/zh/docs/introduction/advantage"><div class="pagination-nav__sublabel">下一页</div><div class="pagination-nav__label">1.3 技术优势</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.1 变革</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">本页总览</button></div><div class="theme-doc-markdown markdown"><header><h1>1.1 变革</h1></header><h2 class="anchor anchorWithStickyNavbar_LWe7" id="形态变化">形态变化<a href="#形态变化" class="hash-link" aria-label="形态变化的直接链接" title="形态变化的直接链接">​</a></h2><p>上述这些变化，从上往下看，可以归结为三个维度的变化：</p><ul><li><strong>开发者</strong>：由专业开发者向普通用户转移</li><li><strong>开发方式</strong>：互动内容的开发方式由完全开发到基于事件驱动开发</li><li><strong>玩家体验</strong>，由完全操控到XR辅助</li></ul><p>在开发工具方面，Roblox和Snapchat的Lens Studio都面向普通开发者，它们共同的特点包括简化的脚本，以及一键发布，使得开发者 不需要花费很大的精力去处理平台相关问题。另一方面是这类工具都是深入集成平台的特定功能，例如Lens Studio底层的AR场景理解算法，以及Roblox内置的多人在线服务。<strong>深度集成平台与算法，相比于传统通用游戏引擎，将成为未来的一个方向和优势</strong>。</p><p>![roblox]<!-- -->(D:/Reality World/BP/Doc/resources/roblox.jpg)</p><p>在开发方式方面，传统的流程需要开发者定义所有的逻辑，包括触发逻辑的机制，这部分尤其复杂。在Snapchat基于AR的互动内容开发中，这类互动内容的驱动完全来源于手机对场景理解，这些都由AR算法来提供，因此开发者不需要处理任何交互驱动方面的逻辑，而只需要关系对交互的响应逻辑。这种方式不仅大大简化了整个互动内容的开发，也从根本上对互动内容开发的流程带来了很大的变革。<strong>简化逻辑开发的触发机制，触发机制数据化，深度与平台集成，是未来互动内容开发走向平民化的重要方式 之一</strong>。当然在这个过程中，基于代理的物体位置摆放机制也起到了很大的辅助作用。</p><p>同样借助与事件触发机制的数据化，以及基于XR设备对场景的理解，用户对互动内容的部分操作，由原来主动、精细地控制虚拟摄像机和物体，变为基于场景理解算法的自动驱动，这大大简化了交互成本。</p><p>这些各个层面的变化，最终都会导致整个互动内容的制作流程会发生较大的变化。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="计算架构的变化">计算架构的变化<a href="#计算架构的变化" class="hash-link" aria-label="计算架构的变化的直接链接" title="计算架构的变化的直接链接">​</a></h2><p>从开发的角度，从下往上看，这带来的是计算架构的变革。</p><p>![change]<!-- -->(D:/Reality World/BP/Doc/resources/change.png)</p><p>传统的计算架构都是为单个应用程序设计的，从硬件到软件，所有一切流程和功能都是针对这个模型设计的，例如一个应用程序的所有源码都会被编译和链接到一起，一个应用程序内的数据可能相互引用，所有需要链接器来重新定位每个引用变量的地址。这样的计算架构，非常适合于处理具有独立功能的应用程序。但它有比较致命的缺点：</p><ul><li>例如因为所有源代码编译的目标代码都会链接到一起，所以它们从根本上就不支持大规模应用程序，因为这样的应用程序可能由海量的源代码组成。</li><li>由于源代码之间相互引用，因此它们很难支持应用程序内的独立子程序通信，子程序之间总是需要引用源代码才可以通信，这使得一个应用程序无法成为一个可以自我进化的开放系统，而总是需要一个开发商来进行维护</li></ul><p>随着UGC和元宇宙时代的到来，这种大规模的、具有内生开放子系统的多应用交互架构越来越成为最核心的需求，这需要我们在计算架构上做出较大的变革。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="业务比喻">业务比喻<a href="#业务比喻" class="hash-link" aria-label="业务比喻的直接链接" title="业务比喻的直接链接">​</a></h3><p>比如现在腾讯有非常海量的业务，比如微信，音乐，视频等，目前这些业务之间相互是比较独立的，他们组织为相互独立的应用程序，相互比较独立的数据管理，服务器架构和组织，虽然彼此之间存在一定关联，但是这种关联是高度结构化和规则化的，且关联很少。</p><p>开放世界则意味着，现在所有这些业务需要在一个应用内组织，它的复杂度是非常高的，架构也非常复杂，数据管理和分布式计算都非常复杂，并且由于传统游戏的逻辑组织方式，在这种体量下根本无法有效管理组织和进行分布式计算</p><p>可行的思路：</p><ul><li>微服务化</li><li>函数式编程</li></ul><p>微服务化是一种软件架构，需要高度依赖于对逻辑的设计和划分，他不是一种基础编程模型，因此无法支撑开放式的设计，这些微服务通常都只能是开发商设计好的，普通用户没法修改，因此本质上不支持开放世界。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="技术挑战">技术挑战<a href="#技术挑战" class="hash-link" aria-label="技术挑战的直接链接" title="技术挑战的直接链接">​</a></h2><p>从根本上，上述的一些变革带来的技术挑战包括：</p><ul><li>需要全新支持多应用相互通信的计算架构</li><li>能够在所有计算轻松在多个服务器之间进行分布式计算的数据和计算架构</li></ul><p>当然由这两个底层根本性的挑战，上层还包括一些其他挑战，比如独立程序之间高效的通信标准或者机制，用户对权限控制与代码的分离，普通用户怎样无代码编程等等，我们将在后面进一步分析。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="文件选项卡"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/docs/introduction/"><div class="pagination-nav__sublabel">上一页</div><div class="pagination-nav__label">1. Introduction</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/zh/docs/introduction/current"><div class="pagination-nav__sublabel">下一页</div><div class="pagination-nav__label">1.2 现状</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#形态变化" class="table-of-contents__link toc-highlight">形态变化</a></li><li><a href="#计算架构的变化" class="table-of-contents__link toc-highlight">计算架构的变化</a><ul><li><a href="#业务比喻" class="table-of-contents__link toc-highlight">业务比喻</a></li></ul></li><li><a href="#技术挑战" class="table-of-contents__link toc-highlight">技术挑战</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.1 变革</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">本页总览</button></div><div class="theme-doc-markdown markdown"><header><h1>1.1 变革</h1></header><h2 class="anchor anchorWithStickyNavbar_LWe7" id="形态变化">形态变化<a href="#形态变化" class="hash-link" aria-label="形态变化的直接链接" title="形态变化的直接链接">​</a></h2><p>上述这些变化，从上往下看，可以归结为三个维度的变化：</p><ul><li><strong>开发者</strong>：由专业开发者向普通用户转移</li><li><strong>开发方式</strong>：互动内容的开发方式由完全开发到基于事件驱动开发</li><li><strong>玩家体验</strong>，由完全操控到XR辅助</li></ul><p>在开发工具方面，Roblox和Snapchat的Lens Studio都面向普通开发者，它们共同的特点包括简化的脚本，以及一键发布，使得开发者 不需要花费很大的精力去处理平台相关问题。另一方面是这类工具都是深入集成平台的特定功能，例如Lens Studio底层的AR场景理解算法，以及Roblox内置的多人在线服务。<strong>深度集成平台与算法，相比于传统通用游戏引擎，将成为未来的一个方向和优势</strong>。</p><p>![roblox]<!-- -->(D:/Reality World/BP/Doc/resources/roblox.jpg)</p><p>在开发方式方面，传统的流程需要开发者定义所有的逻辑，包括触发逻辑的机制，这部分尤其复杂。在Snapchat基于AR的互动内容开发中，这类互动内容的驱动完全来源于手机对场景理解，这些都由AR算法来提供，因此开发者不需要处理任何交互驱动方面的逻辑，而只需要关系对交互的响应逻辑。这种方式不仅大大简化了整个互动内容的开发，也从根本上对互动内容开发的流程带来了很大的变革。<strong>简化逻辑开发的触发机制，触发机制数据化，深度与平台集成，是未来互动内容开发走向平民化的重要方式 之一</strong>。当然在这个过程中，基于代理的物体位置摆放机制也起到了很大的辅助作用。</p><p>同样借助与事件触发机制的数据化，以及基于XR设备对场景的理解，用户对互动内容的部分操作，由原来主动、精细地控制虚拟摄像机和物体，变为基于场景理解算法的自动驱动，这大大简化了交互成本。</p><p>这些各个层面的变化，最终都会导致整个互动内容的制作流程会发生较大的变化。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="计算架构的变化">计算架构的变化<a href="#计算架构的变化" class="hash-link" aria-label="计算架构的变化的直接链接" title="计算架构的变化的直接链接">​</a></h2><p>从开发的角度，从下往上看，这带来的是计算架构的变革。</p><p>![change]<!-- -->(D:/Reality World/BP/Doc/resources/change.png)</p><p>传统的计算架构都是为单个应用程序设计的，从硬件到软件，所有一切流程和功能都是针对这个模型设计的，例如一个应用程序的所有源码都会被编译和链接到一起，一个应用程序内的数据可能相互引用，所有需要链接器来重新定位每个引用变量的地址。这样的计算架构，非常适合于处理具有独立功能的应用程序。但它有比较致命的缺点：</p><ul><li>例如因为所有源代码编译的目标代码都会链接到一起，所以它们从根本上就不支持大规模应用程序，因为这样的应用程序可能由海量的源代码组成。</li><li>由于源代码之间相互引用，因此它们很难支持应用程序内的独立子程序通信，子程序之间总是需要引用源代码才可以通信，这使得一个应用程序无法成为一个可以自我进化的开放系统，而总是需要一个开发商来进行维护</li></ul><p>随着UGC和元宇宙时代的到来，这种大规模的、具有内生开放子系统的多应用交互架构越来越成为最核心的需求，这需要我们在计算架构上做出较大的变革。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="业务比喻">业务比喻<a href="#业务比喻" class="hash-link" aria-label="业务比喻的直接链接" title="业务比喻的直接链接">​</a></h3><p>比如现在腾讯有非常海量的业务，比如微信，音乐，视频等，目前这些业务之间相互是比较独立的，他们组织为相互独立的应用程序，相互比较独立的数据管理，服务器架构和组织，虽然彼此之间存在一定关联，但是这种关联是高度结构化和规则化的，且关联很少。</p><p>开放世界则意味着，现在所有这些业务需要在一个应用内组织，它的复杂度是非常高的，架构也非常复杂，数据管理和分布式计算都非常复杂，并且由于传统游戏的逻辑组织方式，在这种体量下根本无法有效管理组织和进行分布式计算</p><p>可行的思路：</p><ul><li>微服务化</li><li>函数式编程</li></ul><p>微服务化是一种软件架构，需要高度依赖于对逻辑的设计和划分，他不是一种基础编程模型，因此无法支撑开放式的设计，这些微服务通常都只能是开发商设计好的，普通用户没法修改，因此本质上不支持开放世界。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="技术挑战">技术挑战<a href="#技术挑战" class="hash-link" aria-label="技术挑战的直接链接" title="技术挑战的直接链接">​</a></h2><p>从根本上，上述的一些变革带来的技术挑战包括：</p><ul><li>需要全新支持多应用相互通信的计算架构</li><li>能够在所有计算轻松在多个服务器之间进行分布式计算的数据和计算架构</li></ul><p>当然由这两个底层根本性的挑战，上层还包括一些其他挑战，比如独立程序之间高效的通信标准或者机制，用户对权限控制与代码的分离，普通用户怎样无代码编程等等，我们将在后面进一步分析。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="文件选项卡"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/docs/introduction/"><div class="pagination-nav__sublabel">上一页</div><div class="pagination-nav__label">1. Introduction</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/zh/docs/introduction/current"><div class="pagination-nav__sublabel">下一页</div><div class="pagination-nav__label">1.2 现状</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#形态变化" class="table-of-contents__link toc-highlight">形态变化</a></li><li><a href="#计算架构的变化" class="table-of-contents__link toc-highlight">计算架构的变化</a><ul><li><a href="#业务比喻" class="table-of-contents__link toc-highlight">业务比喻</a></li></ul></li><li><a href="#技术挑战" class="table-of-contents__link toc-highlight">技术挑战</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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Introduction</span><meta itemprop="position" content="1"></li></ul></nav><div class="theme-doc-markdown markdown"><header><h1>1. Introduction</h1></header><p>游戏，作为一种模拟真实世界实时运行的系统和机制，它不光在产品形态上跟一般的应用程序体验不一样，例如一般应用程序一般是功能型的，其功能是明确而具体的，而游戏往往是一种体验，没有直观确定性的功能，每个人获得的体验可能都不一样，它的整个程序组织及其开发工具更是与传统的应用程序不一样，例如传统的应用程序通常是按顺序执行，而游戏为了实现对真实实时世界的模拟，需要以一种不间断的实时轮询的机制。这种轮询不光造就了游戏中各个动态系统的实时性，它对整个应用程序的架构，以及这种应用程序的表达能力，都提供了非常不一样的可能性和结果。</p><p>多年来，这种应用程序机制主要被用来制作游戏，而游戏这种程序机制的一些难点，通常需要非常专业的游戏公司才能做出不错的游戏产品。而反观传统的应用程序，由于它们的机制更简单，易于学习和理解，因此被更广泛的使用，不仅对人们的生活带来更大的影响，也大大地促进了社会进步。</p><p>近年来，随着虚拟现实和元宇宙概念和趋势的兴起，这种实时模拟系统越来越频繁被用于到游戏之外更泛化的领域，例如：</p><ul><li>通过手机的AR功能，<strong>Snapchat</strong>给用户提供了丰富的滤镜体验，不同于传统视频和图片，这些滤镜是交互式的，用户可以基于这种交互能力生成还富有表达能力的视频，借助这种能力，Snapchat迅速称为一款流行的社交应用。</li><li>同样是基于手机AR的功能，<strong>Niantic</strong>借助手机后置摄像头的视觉定位能力（VPS），开发了诸如Pokemon Go等应用，这种新的基于真实地理位置的应用跟人们在真实世界中的活动联系起来，并借助3D互动的能力，把人们的生活联系得更紧密，是一款典型用于增强社交关系的应用。</li><li>以<strong>Roblox</strong>为首的创作类工具，通过简化程序分发和部署、提供统一的多人在线等服务，降低了游戏开发的门槛，使得更多的中小个人创作互动内容更加简单。并通过云原生的多人在线，使社交游戏的效果被放大，成为未来的重要趋势。</li><li>由类Minecraft沙盒机制延伸的大逃杀沙盒游戏<strong>《堡垒之夜》</strong>，借助更好的多人在线服务，例如包括对多人实时游戏更友好的在线语音服务等，使得社交属性在《堡垒之夜》被进一步加强。更好的多人在线服务以及堡垒之夜本身逃生类游戏更好地协同机制，使得堡垒之夜的社交属性称为体验最好的社交属性，其开创和举办的虚拟派对Marshmello更是掀起了虚拟演唱会的热潮。</li></ul><p>所有这些变化和发展，对互动内容的开发及生态都带来了巨大的影响和变化，这些影响和变化后面，需要全新的技术范式，而这些新的技术范式又将创造增量的价值和体验。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="文件选项卡"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/docs/intro"><div class="pagination-nav__sublabel">上一页</div><div class="pagination-nav__label">文档说明</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/zh/docs/introduction/evolution"><div class="pagination-nav__sublabel">下一页</div><div class="pagination-nav__label">1.1 变革</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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Introduction</span><meta itemprop="position" content="1"></li></ul></nav><div class="theme-doc-markdown markdown"><header><h1>1. Introduction</h1></header><p>游戏，作为一种模拟真实世界实时运行的系统和机制，它不光在产品形态上跟一般的应用程序体验不一样，例如一般应用程序一般是功能型的，其功能是明确而具体的，而游戏往往是一种体验，没有直观确定性的功能，每个人获得的体验可能都不一样，它的整个程序组织及其开发工具更是与传统的应用程序不一样，例如传统的应用程序通常是按顺序执行，而游戏为了实现对真实实时世界的模拟，需要以一种不间断的实时轮询的机制。这种轮询不光造就了游戏中各个动态系统的实时性，它对整个应用程序的架构，以及这种应用程序的表达能力，都提供了非常不一样的可能性和结果。</p><p>多年来，这种应用程序机制主要被用来制作游戏，而游戏这种程序机制的一些难点，通常需要非常专业的游戏公司才能做出不错的游戏产品。而反观传统的应用程序，由于它们的机制更简单，易于学习和理解，因此被更广泛的使用，不仅对人们的生活带来更大的影响，也大大地促进了社会进步。</p><p>近年来，随着虚拟现实和元宇宙概念和趋势的兴起，这种实时模拟系统越来越频繁被用于到游戏之外更泛化的领域，例如：</p><ul><li>通过手机的AR功能，<strong>Snapchat</strong>给用户提供了丰富的滤镜体验，不同于传统视频和图片，这些滤镜是交互式的，用户可以基于这种交互能力生成还富有表达能力的视频，借助这种能力，Snapchat迅速称为一款流行的社交应用。</li><li>同样是基于手机AR的功能，<strong>Niantic</strong>借助手机后置摄像头的视觉定位能力（VPS），开发了诸如Pokemon Go等应用，这种新的基于真实地理位置的应用跟人们在真实世界中的活动联系起来，并借助3D互动的能力，把人们的生活联系得更紧密，是一款典型用于增强社交关系的应用。</li><li>以<strong>Roblox</strong>为首的创作类工具，通过简化程序分发和部署、提供统一的多人在线等服务，降低了游戏开发的门槛，使得更多的中小个人创作互动内容更加简单。并通过云原生的多人在线，使社交游戏的效果被放大，成为未来的重要趋势。</li><li>由类Minecraft沙盒机制延伸的大逃杀沙盒游戏<strong>《堡垒之夜》</strong>，借助更好的多人在线服务，例如包括对多人实时游戏更友好的在线语音服务等，使得社交属性在《堡垒之夜》被进一步加强。更好的多人在线服务以及堡垒之夜本身逃生类游戏更好地协同机制，使得堡垒之夜的社交属性称为体验最好的社交属性，其开创和举办的虚拟派对Marshmello更是掀起了虚拟演唱会的热潮。</li></ul><p>所有这些变化和发展，对互动内容的开发及生态都带来了巨大的影响和变化，这些影响和变化后面，需要全新的技术范式，而这些新的技术范式又将创造增量的价值和体验。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="文件选项卡"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/docs/intro"><div class="pagination-nav__sublabel">上一页</div><div class="pagination-nav__label">文档说明</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/zh/docs/introduction/evolution"><div class="pagination-nav__sublabel">下一页</div><div class="pagination-nav__label">1.1 变革</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.5 用户</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">本页总览</button></div><div class="theme-doc-markdown markdown"><header><h1>1.5 用户</h1></header><p>Reality World平台有四种类型的用户，当然这里只从创作层面区分，不涉及商业方面的分类或者逻辑：</p><ul><li>普通用户：类似于抖音平台只观看视频，从来没有或者很少发布内容的用户</li><li>创作用户：指只在XR设备上，不借助PC编辑器的情况下进行内容创作</li><li>开发者：使用PC编辑器Reality Create基于标准进行组件开发</li><li>标准作者：基于对现实世界的理解提出某种抽象，并将其转换为标准，以及持续维护标准的更新</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="151-普通用户">1.5.1 普通用户<a href="#151-普通用户" class="hash-link" aria-label="1.5.1 普通用户的直接链接" title="1.5.1 普通用户的直接链接">​</a></h3><p>尽管普通用户不进行任何形式的创作，但TA仍然是整个经济系统中很重要的一部分，例如：</p><ul><li>TA都其他创作内容的使用和体验产生消费</li><li>TA通过私人社交网络，产生的对好的内容的主动推荐行为，促进了整个市场经济</li></ul><p>当然所有人都是普通用户，并且普通用户也有可能转换为其他创作用户。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="152-创作用户">1.5.2 创作用户<a href="#152-创作用户" class="hash-link" aria-label="1.5.2 创作用户的直接链接" title="1.5.2 创作用户的直接链接">​</a></h3><p>平台很大一部分技术的架构都是为了创作用户，这是区别其他类似平台的关键。</p><p>传统面向普通用户的创作有两类主流方式：</p><ul><li><strong>《堡垒之夜》之类的沙盒游戏</strong>，在这类游戏中，整个世界的规则类型比较一致，比如《堡垒之夜》的堡垒建造与逃生，《我的世界》中的怪物机制等，这些机制内置于系统中，平台提供大量具有固定行为的物件，玩家创作的自由度相对较小：基本上不涉及逻辑本身的构造，只有跟物理位置，物体组合等相关与游戏行为无关的策略</li><li><strong>AR事件驱动的增强现实体验</strong>，这些应用以《Snapchat》为代表，它提供一些固定的具有互动体验的道具或者滤镜，用户借助摄像机进行体验；这种体验本身不涉及3D的创作，例如制作一个新的滤镜或者一种新的体验，但是它们产生了一个独一无二的视频内容，并且这个内容是跟自己高度相关的。</li></ul><p>《Snapchat》的模板只能在PC端制作，《Reality World》则可以及时创作《Snapchat》类似的模板，并且可以选择更丰富的功能组合。</p><p>为此，《Reality World》需要支持任意的组件使用，组件之间可以任意协作，这样才能不限制创作，不然就会很容易局限于一个特定的组件包，或者一些特定的互动类型，<strong>任意组件之间可以通信和组合是Reality World独特的功能，它能够释放创作者无限的创意</strong>。</p><p>XR设备上的创作用户必须购买资源，因为他们只能基于已有的资源进行创作，当然有一些资源包或者组件是帮助程序化生成内容的，这类组件可以生成一些随机不固定的内容。资源的类型包括：</p><ul><li>静态资源：模型（如树木、汽车、弓箭等）、纹理、粒子特效、动画等，Reality World官方应该提供较多的基础资源</li><li>功能组件，组件是最基本的行为，它们是用户看不见的逻辑代码，它们用来控制物体在游戏世界中的行为；不同组件包之间的组件可以任何组合，创作者需要区分它们的功能，才能生成更好的合理的交互逻辑。这是创作体验的一部分。</li><li>部件或者物体，由一定的组件组合形成，具有某些特定逻辑功能的游戏对象或者实体，这些实体是直接存在于游戏场景结构中的元素，这些物体可能包含模型、动画、以及能够良好控制这些模型及其行为的组件组合，它们通常是用户直接放置在场景中就可以使用的，类似《堡垒之夜》当中的物体；它们有些也是用于帮助创作一个场景的结构性的组件，例如一个包含TAG的Entity，一个NPC怪物等；也包含一些特殊内置功能的部件，例如Layer表等。</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="1521-一个creation的创作流程">1.5.2.1 一个Creation的创作流程<a href="#1521-一个creation的创作流程" class="hash-link" aria-label="1.5.2.1 一个Creation的创作流程的直接链接" title="1.5.2.1 一个Creation的创作流程的直接链接">​</a></h4><ul><li>创作者首先浏览Creation商店，下载或者购买一些基本的资源，如上面介绍的静态资源、功能组件和物体等。</li><li>开发者选择一个物体，将其拖入初始的空场景中</li><li>然后选择物体对其属性进行编辑，其中可以对其添加组件，组件按类型进行组织，每个组件有结构化的描述及说明，说明应该怎样使用该组件</li><li>修改组件的属性参数等，组件通过参数来改变物体的行为或者视觉，例如如果是程序化生成组件，则可以生成不同的场景，如果是粒子特效组件，则形成不同的视觉效果</li><li>播放预览</li><li>将链接发送给好友</li><li>好友点击链接加入一起体验</li><li>如果好友具有权限，可以进行共同编辑，这些编辑也可以是同时在线协同的</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="153-开发者">1.5.3 开发者<a href="#153-开发者" class="hash-link" aria-label="1.5.3 开发者的直接链接" title="1.5.3 开发者的直接链接">​</a></h3><p>开发者只能基于标准开发组件，一个组件必须支持某个标准，当然一个组件可以支持多个标准，来实现不同标准之间的通信。</p><p>标准和组件是隔离的。除来自标准之外的符号，其他符号都是私有变量。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="154-标准作者">1.5.4 标准作者<a href="#154-标准作者" class="hash-link" aria-label="1.5.4 标准作者的直接链接" title="1.5.4 标准作者的直接链接">​</a></h3><p>某个标准的负责人，当然标准可以转卖，当前负责人不一定是创始作者。</p><p>此外，标准不一定需要编程，它仅仅涉及定义与某个抽象相关的数据结构。因此，不具备编程能力，但是具有较强抽象能力的人也可以创建和维护标准。但是从更好的数据结构定义角度，由编程人员维护标准是最合适的，但是编程人员的抽象能力往往不够。所以理想的情况下是某个标准后面有抽象能力较强和编程能力较强两者的组合。</p><p>参见4.11和4.12节内容。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="文件选项卡"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/docs/introduction/business-model"><div class="pagination-nav__sublabel">上一页</div><div class="pagination-nav__label">1.4 商业模式</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/zh/docs/introduction/value"><div class="pagination-nav__sublabel">下一页</div><div class="pagination-nav__label">1.6 创造增量价值</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#151-普通用户" class="table-of-contents__link toc-highlight">1.5.1 普通用户</a></li><li><a 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Introduction」" type="button" class="clean-btn menu__caret"></button></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/zh/docs/introduction/evolution">1.1 变革</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/zh/docs/introduction/current">1.2 现状</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/zh/docs/introduction/advantage">1.3 技术优势</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/zh/docs/introduction/business-model">1.4 商业模式</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link menu__link--active" aria-current="page" tabindex="0" href="/zh/docs/introduction/user">1.5 用户</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/zh/docs/introduction/value">1.6 创造增量价值</a></li></ul></li></ul></nav></div></div></aside><main class="docMainContainer_gTbr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="页面路径"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="主页面" class="breadcrumbs__link" href="/zh/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/zh/docs/introduction/"><span itemprop="name">1. Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.5 用户</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">本页总览</button></div><div class="theme-doc-markdown markdown"><header><h1>1.5 用户</h1></header><p>Reality World平台有四种类型的用户，当然这里只从创作层面区分，不涉及商业方面的分类或者逻辑：</p><ul><li>普通用户：类似于抖音平台只观看视频，从来没有或者很少发布内容的用户</li><li>创作用户：指只在XR设备上，不借助PC编辑器的情况下进行内容创作</li><li>开发者：使用PC编辑器Reality Create基于标准进行组件开发</li><li>标准作者：基于对现实世界的理解提出某种抽象，并将其转换为标准，以及持续维护标准的更新</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="151-普通用户">1.5.1 普通用户<a href="#151-普通用户" class="hash-link" aria-label="1.5.1 普通用户的直接链接" title="1.5.1 普通用户的直接链接">​</a></h3><p>尽管普通用户不进行任何形式的创作，但TA仍然是整个经济系统中很重要的一部分，例如：</p><ul><li>TA都其他创作内容的使用和体验产生消费</li><li>TA通过私人社交网络，产生的对好的内容的主动推荐行为，促进了整个市场经济</li></ul><p>当然所有人都是普通用户，并且普通用户也有可能转换为其他创作用户。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="152-创作用户">1.5.2 创作用户<a href="#152-创作用户" class="hash-link" aria-label="1.5.2 创作用户的直接链接" title="1.5.2 创作用户的直接链接">​</a></h3><p>平台很大一部分技术的架构都是为了创作用户，这是区别其他类似平台的关键。</p><p>传统面向普通用户的创作有两类主流方式：</p><ul><li><strong>《堡垒之夜》之类的沙盒游戏</strong>，在这类游戏中，整个世界的规则类型比较一致，比如《堡垒之夜》的堡垒建造与逃生，《我的世界》中的怪物机制等，这些机制内置于系统中，平台提供大量具有固定行为的物件，玩家创作的自由度相对较小：基本上不涉及逻辑本身的构造，只有跟物理位置，物体组合等相关与游戏行为无关的策略</li><li><strong>AR事件驱动的增强现实体验</strong>，这些应用以《Snapchat》为代表，它提供一些固定的具有互动体验的道具或者滤镜，用户借助摄像机进行体验；这种体验本身不涉及3D的创作，例如制作一个新的滤镜或者一种新的体验，但是它们产生了一个独一无二的视频内容，并且这个内容是跟自己高度相关的。</li></ul><p>《Snapchat》的模板只能在PC端制作，《Reality World》则可以及时创作《Snapchat》类似的模板，并且可以选择更丰富的功能组合。</p><p>为此，《Reality World》需要支持任意的组件使用，组件之间可以任意协作，这样才能不限制创作，不然就会很容易局限于一个特定的组件包，或者一些特定的互动类型，<strong>任意组件之间可以通信和组合是Reality World独特的功能，它能够释放创作者无限的创意</strong>。</p><p>XR设备上的创作用户必须购买资源，因为他们只能基于已有的资源进行创作，当然有一些资源包或者组件是帮助程序化生成内容的，这类组件可以生成一些随机不固定的内容。资源的类型包括：</p><ul><li>静态资源：模型（如树木、汽车、弓箭等）、纹理、粒子特效、动画等，Reality World官方应该提供较多的基础资源</li><li>功能组件，组件是最基本的行为，它们是用户看不见的逻辑代码，它们用来控制物体在游戏世界中的行为；不同组件包之间的组件可以任何组合，创作者需要区分它们的功能，才能生成更好的合理的交互逻辑。这是创作体验的一部分。</li><li>部件或者物体，由一定的组件组合形成，具有某些特定逻辑功能的游戏对象或者实体，这些实体是直接存在于游戏场景结构中的元素，这些物体可能包含模型、动画、以及能够良好控制这些模型及其行为的组件组合，它们通常是用户直接放置在场景中就可以使用的，类似《堡垒之夜》当中的物体；它们有些也是用于帮助创作一个场景的结构性的组件，例如一个包含TAG的Entity，一个NPC怪物等；也包含一些特殊内置功能的部件，例如Layer表等。</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="1521-一个creation的创作流程">1.5.2.1 一个Creation的创作流程<a href="#1521-一个creation的创作流程" class="hash-link" aria-label="1.5.2.1 一个Creation的创作流程的直接链接" title="1.5.2.1 一个Creation的创作流程的直接链接">​</a></h4><ul><li>创作者首先浏览Creation商店，下载或者购买一些基本的资源，如上面介绍的静态资源、功能组件和物体等。</li><li>开发者选择一个物体，将其拖入初始的空场景中</li><li>然后选择物体对其属性进行编辑，其中可以对其添加组件，组件按类型进行组织，每个组件有结构化的描述及说明，说明应该怎样使用该组件</li><li>修改组件的属性参数等，组件通过参数来改变物体的行为或者视觉，例如如果是程序化生成组件，则可以生成不同的场景，如果是粒子特效组件，则形成不同的视觉效果</li><li>播放预览</li><li>将链接发送给好友</li><li>好友点击链接加入一起体验</li><li>如果好友具有权限，可以进行共同编辑，这些编辑也可以是同时在线协同的</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="153-开发者">1.5.3 开发者<a href="#153-开发者" class="hash-link" aria-label="1.5.3 开发者的直接链接" title="1.5.3 开发者的直接链接">​</a></h3><p>开发者只能基于标准开发组件，一个组件必须支持某个标准，当然一个组件可以支持多个标准，来实现不同标准之间的通信。</p><p>标准和组件是隔离的。除来自标准之外的符号，其他符号都是私有变量。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="154-标准作者">1.5.4 标准作者<a href="#154-标准作者" class="hash-link" aria-label="1.5.4 标准作者的直接链接" title="1.5.4 标准作者的直接链接">​</a></h3><p>某个标准的负责人，当然标准可以转卖，当前负责人不一定是创始作者。</p><p>此外，标准不一定需要编程，它仅仅涉及定义与某个抽象相关的数据结构。因此，不具备编程能力，但是具有较强抽象能力的人也可以创建和维护标准。但是从更好的数据结构定义角度，由编程人员维护标准是最合适的，但是编程人员的抽象能力往往不够。所以理想的情况下是某个标准后面有抽象能力较强和编程能力较强两者的组合。</p><p>参见4.11和4.12节内容。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="文件选项卡"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/docs/introduction/business-model"><div class="pagination-nav__sublabel">上一页</div><div class="pagination-nav__label">1.4 商业模式</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/zh/docs/introduction/value"><div class="pagination-nav__sublabel">下一页</div><div class="pagination-nav__label">1.6 创造增量价值</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#151-普通用户" class="table-of-contents__link toc-highlight">1.5.1 普通用户</a></li><li><a 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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.6 创造增量价值</span><meta itemprop="position" content="2"></li></ul></nav><div class="theme-doc-markdown markdown"><header><h1>1.6 创造增量价值</h1></header><p>元宇宙代表的不仅是一种新的体验，它将对整个社会甚至数字信息化的进程带来全方位的影响，这种影响不仅仅是一种新的技术或者一种新的功能那么简单，它将包括对计算架构以及全新的信息表述方式这种深层次的变革。</p><p>很显然，这种由用户驱动的全新体验需求，用当下的技术架构是做不到的，而且它的限制的根源来源于更底层的计算架构。在近几十年的计算机时代中，底层的计算架构基本上没有发生太根本性变化，例如我们能感知到的：</p><ul><li>近10年编译架构基本上没有太大变化，一些10年前的经典著名基本上现在还是适用的</li><li>近10年编程语言的发展也没有革命性的变化，不仅至2010年之后很少推出全新的语言，大部分语言设计也只是针对一些开发体验层面的选择，很多语言的核心思想甚至早在2000年之前就确定</li></ul><p><img loading="lazy" alt="add" src="/zh/assets/images/add-c0fef0031b7f32b99f01a937935d1c93.png" width="1920" height="1080" class="img_ev3q"></p><p>编译和编程语言是计算架构最重要的指向，因为它们连接计算机硬件和应用软件，它们的变革往往能够决定上层软件形态的变革，从而决定技术带给消费者的变革。</p><p>当元宇宙带来真正大规模、互操作、大并发等等这些传统计算模型不能应付的需求时，我们需要全新的思路，在计算架构层面创造全新的增量价值，才有机会驱动整个元宇宙的变革。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="文件选项卡"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/docs/introduction/user"><div class="pagination-nav__sublabel">上一页</div><div class="pagination-nav__label">1.5 用户</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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Introduction</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">1.6 创造增量价值</span><meta itemprop="position" content="2"></li></ul></nav><div class="theme-doc-markdown markdown"><header><h1>1.6 创造增量价值</h1></header><p>元宇宙代表的不仅是一种新的体验，它将对整个社会甚至数字信息化的进程带来全方位的影响，这种影响不仅仅是一种新的技术或者一种新的功能那么简单，它将包括对计算架构以及全新的信息表述方式这种深层次的变革。</p><p>很显然，这种由用户驱动的全新体验需求，用当下的技术架构是做不到的，而且它的限制的根源来源于更底层的计算架构。在近几十年的计算机时代中，底层的计算架构基本上没有发生太根本性变化，例如我们能感知到的：</p><ul><li>近10年编译架构基本上没有太大变化，一些10年前的经典著名基本上现在还是适用的</li><li>近10年编程语言的发展也没有革命性的变化，不仅至2010年之后很少推出全新的语言，大部分语言设计也只是针对一些开发体验层面的选择，很多语言的核心思想甚至早在2000年之前就确定</li></ul><p><img loading="lazy" alt="add" src="/zh/assets/images/add-c0fef0031b7f32b99f01a937935d1c93.png" width="1920" height="1080" class="img_ev3q"></p><p>编译和编程语言是计算架构最重要的指向，因为它们连接计算机硬件和应用软件，它们的变革往往能够决定上层软件形态的变革，从而决定技术带给消费者的变革。</p><p>当元宇宙带来真正大规模、互操作、大并发等等这些传统计算模型不能应付的需求时，我们需要全新的思路，在计算架构层面创造全新的增量价值，才有机会驱动整个元宇宙的变革。</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="文件选项卡"><a class="pagination-nav__link pagination-nav__link--prev" href="/zh/docs/introduction/user"><div class="pagination-nav__sublabel">上一页</div><div class="pagination-nav__label">1.5 用户</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> aiohttp</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> asyncio</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">from</span><span class="token plain"> typing </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> List</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> Optional</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> json</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">from</span><span class="token plain"> chidori </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> Chidori</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> GraphBuilder</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">Story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">__init__</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> title</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">str</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> url</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> Optional</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token builtin" style="color:rgb(189, 147, 249)">str</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> score</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> Optional</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token builtin" style="color:rgb(189, 147, 249)">float</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">title </span><span class="token operator">=</span><span class="token plain"> title</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">url </span><span class="token operator">=</span><span class="token plain"> url</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">score </span><span class="token operator">=</span><span class="token plain"> score</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">HN_URL_TOP_STORIES </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;https://hacker-news.firebaseio.com/v0/topstories.json?print=pretty&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">fetch_story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">id</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">with</span><span class="token plain"> session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">get</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">f&quot;https://hacker-news.firebaseio.com/v0/item/</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string-interpolation interpolation builtin" style="color:rgb(189, 147, 249)">id</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">.json?print=pretty&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">as</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">json</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token operator">-</span><span class="token operator">&gt;</span><span class="token plain"> List</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain">Story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">with</span><span class="token plain"> aiohttp</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">ClientSession</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">as</span><span class="token plain"> session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">with</span><span class="token plain"> session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">get</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">HN_URL_TOP_STORIES</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">as</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            story_ids </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">json</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        tasks </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">id</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> story_ids</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token number">30</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain">  </span><span class="token comment" style="color:rgb(98, 114, 164)"># Limit to 30 stories</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            tasks</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">append</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">fetch_story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">id</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        stories </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> asyncio</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">gather</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token operator">*</span><span class="token plain">tasks</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        stories_out </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> story </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> stories</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            story_dict </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">k</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">get</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">k</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> k </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;title&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;url&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;score&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            stories_out</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">append</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">Story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token operator">**</span><span class="token plain">story_dict</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> stories_out</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token comment" style="color:rgb(98, 114, 164)"># ^^^^^^^^^^^^^^^^^^^^^^^^^^^</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token comment" style="color:rgb(98, 114, 164)"># Methods for fetching hacker news posts via api</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ChidoriWorker</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">__init__</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c </span><span class="token operator">=</span><span class="token plain"> Chidori</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;http://localhost:9800&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">build_graph</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        g </span><span class="token operator">=</span><span class="token plain"> GraphBuilder</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Create a custom node, we will implement our</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># own handler for this node type</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        h </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">custom_node</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FetchTopHN&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            node_type_name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FetchTopHN&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            output</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{ output: String }&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># A prompt node, pulling in the value of the output from FetchTopHN</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># and templating that into the prompt for GPT3.5</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        h_interpret </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">prompt_node</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;InterpretTheGroup&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            template</span><span class="token operator">=</span><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">&quot;&quot;&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                Based on the following list of HackerNews threads, </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                filter this list to only launches of new AI projects: {{FetchTopHN.output}}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">            &quot;&quot;&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> h_interpret</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run_when</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> h</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        h_format_and_rank </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">prompt_node</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FormatAndRank&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            template</span><span class="token operator">=</span><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">&quot;&quot;&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                Format this list of new AI projects in markdown, ranking the most </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                interesting projects from most interesting to least. </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                {{InterpretTheGroup.promptResult}}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">            &quot;&quot;&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> h_format_and_rank</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run_when</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> h_interpret</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Commit the graph, this pushes the configured graph</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># to our durable execution runtime.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">commit</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Construct the agent graph</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">build_graph</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Start graph execution from the root</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">play</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Run the node execution loop</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run_custom_node_loop</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">handle_fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">node_will_exec</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    stories </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    result </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;output&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> json</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">dumps</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain">story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">__dict__ </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> story </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> stories</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> result</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">main</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    w </span><span class="token operator">=</span><span class="token plain"> ChidoriWorker</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> w</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">start_server</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;:memory:&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> w</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">register_custom_node_handle</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FetchTopHN&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> handle_fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> w</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> __name__ </span><span class="token operator">==</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;__main__&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    asyncio</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">main</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></article></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col 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class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> aiohttp</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> asyncio</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">from</span><span class="token plain"> typing </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> List</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> Optional</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> json</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">from</span><span class="token plain"> chidori </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> Chidori</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> GraphBuilder</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">Story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">__init__</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> title</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">str</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> url</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> Optional</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token builtin" style="color:rgb(189, 147, 249)">str</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> score</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> Optional</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token builtin" style="color:rgb(189, 147, 249)">float</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">title </span><span class="token operator">=</span><span class="token plain"> title</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">url </span><span class="token operator">=</span><span class="token plain"> url</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">score </span><span class="token operator">=</span><span class="token plain"> score</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">HN_URL_TOP_STORIES </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;https://hacker-news.firebaseio.com/v0/topstories.json?print=pretty&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">fetch_story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">id</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">with</span><span class="token plain"> session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">get</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">f&quot;https://hacker-news.firebaseio.com/v0/item/</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string-interpolation interpolation builtin" style="color:rgb(189, 147, 249)">id</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">.json?print=pretty&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">as</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">json</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token operator">-</span><span class="token operator">&gt;</span><span class="token plain"> List</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain">Story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">with</span><span class="token plain"> aiohttp</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">ClientSession</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">as</span><span class="token plain"> session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">with</span><span class="token plain"> session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">get</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">HN_URL_TOP_STORIES</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">as</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            story_ids </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> response</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">json</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        tasks </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">id</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> story_ids</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token number">30</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain">  </span><span class="token comment" style="color:rgb(98, 114, 164)"># Limit to 30 stories</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            tasks</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">append</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">fetch_story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">session</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(189, 147, 249)">id</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        stories </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> asyncio</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">gather</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token operator">*</span><span class="token plain">tasks</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        stories_out </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> story </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> stories</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            story_dict </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">k</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">get</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">k</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> k </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;title&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;url&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;score&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            stories_out</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">append</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">Story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token operator">**</span><span class="token plain">story_dict</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> stories_out</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token comment" style="color:rgb(98, 114, 164)"># ^^^^^^^^^^^^^^^^^^^^^^^^^^^</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token comment" style="color:rgb(98, 114, 164)"># Methods for fetching hacker news posts via api</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ChidoriWorker</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">__init__</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c </span><span class="token operator">=</span><span class="token plain"> Chidori</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;http://localhost:9800&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">build_graph</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        g </span><span class="token operator">=</span><span class="token plain"> GraphBuilder</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Create a custom node, we will implement our</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># own handler for this node type</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        h </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">custom_node</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FetchTopHN&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            node_type_name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FetchTopHN&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            output</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{ output: String }&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># A prompt node, pulling in the value of the output from FetchTopHN</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># and templating that into the prompt for GPT3.5</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        h_interpret </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">prompt_node</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;InterpretTheGroup&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            template</span><span class="token operator">=</span><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">&quot;&quot;&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                Based on the following list of HackerNews threads, </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                filter this list to only launches of new AI projects: {{FetchTopHN.output}}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">            &quot;&quot;&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> h_interpret</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run_when</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> h</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        h_format_and_rank </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">prompt_node</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            name</span><span class="token operator">=</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FormatAndRank&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            template</span><span class="token operator">=</span><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">&quot;&quot;&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                Format this list of new AI projects in markdown, ranking the most </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                interesting projects from most interesting to least. </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">                {{InterpretTheGroup.promptResult}}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token triple-quoted-string string" style="color:rgb(255, 121, 198)">            &quot;&quot;&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> h_format_and_rank</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run_when</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> h_interpret</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Commit the graph, this pushes the configured graph</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># to our durable execution runtime.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> g</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">commit</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Construct the agent graph</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">build_graph</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Start graph execution from the root</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">play</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token comment" style="color:rgb(98, 114, 164)"># Run the node execution loop</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> self</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run_custom_node_loop</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">handle_fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">node_will_exec</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    stories </span><span class="token operator">=</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    result </span><span class="token operator">=</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;output&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"> json</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">dumps</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain">story</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">__dict__ </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">for</span><span class="token plain"> story </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">in</span><span class="token plain"> stories</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> result</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">async</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">main</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    w </span><span class="token operator">=</span><span class="token plain"> ChidoriWorker</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> w</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">start_server</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;:memory:&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> w</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">c</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">register_custom_node_handle</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;FetchTopHN&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> handle_fetch_hn</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">await</span><span class="token plain"> w</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> __name__ </span><span class="token operator">==</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;__main__&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    asyncio</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">main</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></article></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col 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M19.42,5.99c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06c-0.39,0.39-0.39,1.03,0,1.41 s1.03,0.39,1.41,0L19.42,5.99z M7.05,18.36c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06 c-0.39,0.39-0.39,1.03,0,1.41s1.03,0.39,1.41,0L7.05,18.36z"></path></svg><svg viewBox="0 0 24 24" width="24" height="24" class="darkToggleIcon_wfgR"><path fill="currentColor" d="M9.37,5.51C9.19,6.15,9.1,6.82,9.1,7.5c0,4.08,3.32,7.4,7.4,7.4c0.68,0,1.35-0.09,1.99-0.27C17.45,17.19,14.93,19,12,19 c-3.86,0-7-3.14-7-7C5,9.07,6.81,6.55,9.37,5.51z M12,3c-4.97,0-9,4.03-9,9s4.03,9,9,9s9-4.03,9-9c0-0.46-0.04-0.92-0.1-1.36 c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-default-current,docs-community-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><p>First define a Story struct with editor:</p><p><img loading="lazy" alt="std" src="/zh/assets/images/cogine-standards-afa43691cf3fe033e9a474df75d9608c.png" width="1362" height="589" class="img_ev3q"></p><p>Then define your component&#x27;s input and output using the above defined struct also with editor:</p><p><img loading="lazy" alt="std" src="/zh/assets/images/cogine-components-c811dd4b9b3bcee1dcddcd64eeb2e83b.png" width="1618" height="504" class="img_ev3q"></p><p>Then define your logic flow:</p><p><img loading="lazy" alt="std" src="/zh/assets/images/cogine-flow-a9536cf3eaca92b6114d933df6f95c55.png" width="1614" height="303" class="img_ev3q"></p><p>Finally write your component&#x27;s code with Lua:</p><p>fetch_top_hn.lua:</p><div class="language-lua codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-lua codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">function updating()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local story_ids = get_url(&quot;https://hacker-news.firebaseio.com/v0/topstories.json?print=pretty&quot;)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    for i = 1, #story_ids do</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        local url = string.format(&quot;https://hacker-news.firebaseio.com/v0/item/%s.json?print=pretty&quot;, story_ids[i])</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        stories[i] = get_url(url)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">end</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>interpret_the_group.lua:</p><div class="language-lua codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-lua codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">function updating()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local prompt = string.format(&quot;Based on the following list of HackerNews threads, filter this list to only launches of new AI projects: %s&quot;, table_to_string(stories))</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local result = chat_completions(&quot;Please only return the result list as a RFC8259 compliant JSON format with no &#x27;\&#x27; character, no extra information&quot;, prompt)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    if result[&quot;ok&quot;] == true then</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        for i = 1, #result[&quot;content&quot;] do</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            local story = {}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            out_stories[i] = result[&quot;content&quot;][i]</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">end</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>format_and_rank.lua:</p><div class="language-lua codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-lua codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">function updating()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local prompt = string.format(&quot;this list of new AI projects in markdown, ranking the most interesting projects from most interesting to least. %s&quot;, table_to_string(stories))</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local result = chat_completions(&quot;Please only return the result list as a RFC8259 compliant JSON format with no &#x27;\&#x27; character, no extra information&quot;,prompt)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local msg = &quot;The news with AI topics are:\n&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    if result[&quot;ok&quot;] == true then</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        for i = 1, #result[&quot;content&quot;] do</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            msg = string.format(&quot;%s%d. %s\n&quot;,msg,i,result[&quot;content&quot;][i][&quot;title&quot;])</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    message[&quot;content&quot;] = msg</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    message[&quot;receiver&quot;] = &quot;user&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">end</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></article></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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M19.42,5.99c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06c-0.39,0.39-0.39,1.03,0,1.41 s1.03,0.39,1.41,0L19.42,5.99z M7.05,18.36c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06 c-0.39,0.39-0.39,1.03,0,1.41s1.03,0.39,1.41,0L7.05,18.36z"></path></svg><svg viewBox="0 0 24 24" width="24" height="24" class="darkToggleIcon_wfgR"><path fill="currentColor" d="M9.37,5.51C9.19,6.15,9.1,6.82,9.1,7.5c0,4.08,3.32,7.4,7.4,7.4c0.68,0,1.35-0.09,1.99-0.27C17.45,17.19,14.93,19,12,19 c-3.86,0-7-3.14-7-7C5,9.07,6.81,6.55,9.37,5.51z M12,3c-4.97,0-9,4.03-9,9s4.03,9,9,9s9-4.03,9-9c0-0.46-0.04-0.92-0.1-1.36 c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-community-current,docs-default-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><p>First define a Story struct with editor:</p><p><img loading="lazy" alt="std" src="/zh/assets/images/cogine-standards-afa43691cf3fe033e9a474df75d9608c.png" width="1362" height="589" class="img_ev3q"></p><p>Then define your component&#x27;s input and output using the above defined struct also with editor:</p><p><img loading="lazy" alt="std" src="/zh/assets/images/cogine-components-c811dd4b9b3bcee1dcddcd64eeb2e83b.png" width="1618" height="504" class="img_ev3q"></p><p>Then define your logic flow:</p><p><img loading="lazy" alt="std" src="/zh/assets/images/cogine-flow-a9536cf3eaca92b6114d933df6f95c55.png" width="1614" height="303" class="img_ev3q"></p><p>Finally write your component&#x27;s code with Lua:</p><p>fetch_top_hn.lua:</p><div class="language-lua codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-lua codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">function updating()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local story_ids = get_url(&quot;https://hacker-news.firebaseio.com/v0/topstories.json?print=pretty&quot;)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    for i = 1, #story_ids do</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        local url = string.format(&quot;https://hacker-news.firebaseio.com/v0/item/%s.json?print=pretty&quot;, story_ids[i])</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        stories[i] = get_url(url)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">end</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>interpret_the_group.lua:</p><div class="language-lua codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-lua codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">function updating()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local prompt = string.format(&quot;Based on the following list of HackerNews threads, filter this list to only launches of new AI projects: %s&quot;, table_to_string(stories))</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local result = chat_completions(&quot;Please only return the result list as a RFC8259 compliant JSON format with no &#x27;\&#x27; character, no extra information&quot;, prompt)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    if result[&quot;ok&quot;] == true then</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        for i = 1, #result[&quot;content&quot;] do</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            local story = {}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            out_stories[i] = result[&quot;content&quot;][i]</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">end</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>format_and_rank.lua:</p><div class="language-lua codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-lua codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">function updating()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local prompt = string.format(&quot;this list of new AI projects in markdown, ranking the most interesting projects from most interesting to least. %s&quot;, table_to_string(stories))</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local result = chat_completions(&quot;Please only return the result list as a RFC8259 compliant JSON format with no &#x27;\&#x27; character, no extra information&quot;,prompt)</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    local msg = &quot;The news with AI topics are:\n&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    if result[&quot;ok&quot;] == true then</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        for i = 1, #result[&quot;content&quot;] do</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            msg = string.format(&quot;%s%d. %s\n&quot;,msg,i,result[&quot;content&quot;][i][&quot;title&quot;])</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    end</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    message[&quot;content&quot;] = msg</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    message[&quot;receiver&quot;] = &quot;user&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">end</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></article></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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M19.42,5.99c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06c-0.39,0.39-0.39,1.03,0,1.41 s1.03,0.39,1.41,0L19.42,5.99z M7.05,18.36c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06 c-0.39,0.39-0.39,1.03,0,1.41s1.03,0.39,1.41,0L7.05,18.36z"></path></svg><svg viewBox="0 0 24 24" width="24" height="24" class="darkToggleIcon_wfgR"><path fill="currentColor" d="M9.37,5.51C9.19,6.15,9.1,6.82,9.1,7.5c0,4.08,3.32,7.4,7.4,7.4c0.68,0,1.35-0.09,1.99-0.27C17.45,17.19,14.93,19,12,19 c-3.86,0-7-3.14-7-7C5,9.07,6.81,6.55,9.37,5.51z M12,3c-4.97,0-9,4.03-9,9s4.03,9,9,9s9-4.03,9-9c0-0.46-0.04-0.92-0.1-1.36 c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-default-current,docs-community-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><table><thead><tr><th align="left">Name</th><th align="left">Description</th><th align="center">LangChain</th><th align="center">Chidori</th><th align="center">Cogine</th></tr></thead><tbody><tr><td align="left">去中心化的数据</td><td align="left">用户的数据存储在应用程序之外，不受应用程序控制，并且用户可以控制所有数据的访问</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">互操作性</td><td align="left">每个程序可以跟其它程序进行互操作，即使这些程序来自不同的开发者</td><td align="center">同一个开发者开发的应用程序可以通过传统手动调用API的方式进行互操作</td><td align="center">同一个开发者开发的应用程序可以通过传统手动调用API的方式进行互操作</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">多智能体协作框架</td><td align="left">有标准的机制使得Agent在用户，系统和其它Agent之间进行通信</td><td align="center">没有标准的机制，开发者自己针对特定的情况开发</td><td align="center">没有标准的机制，开发者自己针对特定的情况开发</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">函数/Agent级别的沙盒安全</td><td align="left">每个Agent或者函数都可以被隔离，这样使用多个匿名的Agent程序可以在一个内存环境安全运行</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">对话式计算</td><td align="left">每个函数可以任意跟用户、系统或其它程序进行任意通信以获取更多信息，该程序会被系统暂停直到获得响应后自动恢复执行，这种计算模型对LLM应用非常重要</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">逻辑抽象</td><td align="left">运行时将对整个程序进行重新组织，这使得开发者仅需要关注逻辑，而不需要关心硬件、内存数据管理以及其它编程语言相关的细节，从而建立一种逻辑抽象</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">可视编辑</td><td align="left">我们构建出一种像Houdini一样简单的可视逻辑编辑交互，同时又和其它任何图灵完备的编程语言一样具有灵活的表达能力</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Agent标准格式</td><td align="left">我们定义了一个微程序（如AI智能体）的标准格式，它是图灵完备的程序，这个程序可以被动态加载和运行</td><td align="center">定义了一些内存对象级别的格式</td><td align="center">定义了一些内存对象级别的格式</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">虚拟机和动态加载运行</td><td align="left">可以动态加载和运行</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr></tbody></table><br></article></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row 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M19.42,5.99c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06c-0.39,0.39-0.39,1.03,0,1.41 s1.03,0.39,1.41,0L19.42,5.99z M7.05,18.36c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06 c-0.39,0.39-0.39,1.03,0,1.41s1.03,0.39,1.41,0L7.05,18.36z"></path></svg><svg viewBox="0 0 24 24" width="24" height="24" class="darkToggleIcon_wfgR"><path fill="currentColor" d="M9.37,5.51C9.19,6.15,9.1,6.82,9.1,7.5c0,4.08,3.32,7.4,7.4,7.4c0.68,0,1.35-0.09,1.99-0.27C17.45,17.19,14.93,19,12,19 c-3.86,0-7-3.14-7-7C5,9.07,6.81,6.55,9.37,5.51z M12,3c-4.97,0-9,4.03-9,9s4.03,9,9,9s9-4.03,9-9c0-0.46-0.04-0.92-0.1-1.36 c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"><div class="dsla-search-wrapper"><div class="dsla-search-field" data-tags="default,docs-community-current,docs-default-current"></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><table><thead><tr><th align="left">Name</th><th align="left">Description</th><th align="center">LangChain</th><th align="center">Chidori</th><th align="center">Cogine</th></tr></thead><tbody><tr><td align="left">去中心化的数据</td><td align="left">用户的数据存储在应用程序之外，不受应用程序控制，并且用户可以控制所有数据的访问</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">互操作性</td><td align="left">每个程序可以跟其它程序进行互操作，即使这些程序来自不同的开发者</td><td align="center">同一个开发者开发的应用程序可以通过传统手动调用API的方式进行互操作</td><td align="center">同一个开发者开发的应用程序可以通过传统手动调用API的方式进行互操作</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">多智能体协作框架</td><td align="left">有标准的机制使得Agent在用户，系统和其它Agent之间进行通信</td><td align="center">没有标准的机制，开发者自己针对特定的情况开发</td><td align="center">没有标准的机制，开发者自己针对特定的情况开发</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">函数/Agent级别的沙盒安全</td><td align="left">每个Agent或者函数都可以被隔离，这样使用多个匿名的Agent程序可以在一个内存环境安全运行</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">对话式计算</td><td align="left">每个函数可以任意跟用户、系统或其它程序进行任意通信以获取更多信息，该程序会被系统暂停直到获得响应后自动恢复执行，这种计算模型对LLM应用非常重要</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">逻辑抽象</td><td align="left">运行时将对整个程序进行重新组织，这使得开发者仅需要关注逻辑，而不需要关心硬件、内存数据管理以及其它编程语言相关的细节，从而建立一种逻辑抽象</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">可视编辑</td><td align="left">我们构建出一种像Houdini一样简单的可视逻辑编辑交互，同时又和其它任何图灵完备的编程语言一样具有灵活的表达能力</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Agent标准格式</td><td align="left">我们定义了一个微程序（如AI智能体）的标准格式，它是图灵完备的程序，这个程序可以被动态加载和运行</td><td align="center">定义了一些内存对象级别的格式</td><td align="center">定义了一些内存对象级别的格式</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">虚拟机和动态加载运行</td><td align="left">可以动态加载和运行</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr></tbody></table><br></article></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row 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class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container" style="padding:50px 20px 50px 20px" id="page-pricing"><h1 class="text--center"> Features and benefits</h1><h2 class="text--center" style="font-weight:normal">以下是Cogine的一些主要特性，更详细的介绍参见技术文档</h2><br><table><thead><tr><th align="left">Name</th><th align="left">Description</th><th align="center">LangChain</th><th align="center">Chidori</th><th align="center">Cogine</th></tr></thead><tbody><tr><td align="left">Decentralized data</td><td align="left">User&#x27;s data are stored outside of the application and user controls its access permission from the applications</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Interoperability</td><td align="left">One agent can interoperate with any others even it is not developed by a same developer</td><td align="center">limited to agents developed by a same developer and need to call API manually</td><td align="center">limited to agents developed by a same developer and need to call API manually</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Multi-agent collaboration</td><td align="left">Has standard collaborating mechanism between User, System and Agents</td><td align="center">No standard mechanism and need to communicate case by case, also limited to a same developer</td><td align="center">No standard mechanism and need to communicate case by case, also limited to a same developer</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Function/Agent-level sand-boxing</td><td align="left">Every agent and even a function can be isolated so that multi agents come from different can be running in a same memory environment safely</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Conversational computing</td><td align="left">Code can talk to user, system or other agents to ask more information at any function location, the agent will be paused and continue to run when got response.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Logic-abstraction</td><td align="left">We re-organized the whole program to make developers focused on logic of busniess and forget about the hardware, data and programing language abstraction.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Visual graph editing</td><td align="left">We build a graph interaction which is as simple as Houdini and as powerful as any turning completed programming language.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Agent format standard</td><td align="left">We defined a agent format standard to represent a turing completed agent program which can be loaded and runned dynamically so everyone can develop an agent to handle personal needs.</td><td align="center">some runtime in-memory agent object</td><td align="center">some runtime in-memory agent object</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Virtual machine &amp; Dynamical loading and running</td><td align="left">Can load and run dynamically</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr></tbody></table><br><section class="page__section"><div class="container"><h2 class="section__header text--center" style="padding:10px">与 LangChain 和 Chidori 在开发体验上的比较</h2><p class="text--center" style="white-space:pre-wrap">基本上，在使用其它框架的时候，用户必须要全面学习Python，关注程序的结构，以及这些框架本身定义的各种复杂的类及其复杂的继承关系，然后使用这些特定的架构规则构建程序。 使用Cogine，你唯一需要关心的就是逻辑本身， 没有太多软件构造方面的负担。</p><div style="margin-top:30px"><div class="row"><div class="col col--8 col--offset-2"><div class="col-demo center"><div style="width:1020px"><div class="tabs-container tabList__CuJ"><ul role="tablist" aria-orientation="horizontal" class="tabs center"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_LNqP tabs__item--active">Cogine</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">LangChain</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">Chidori</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Ymn6"><p>First define a Story struct with editor:</p><p><img alt="std" src="/zh/assets/images/cogine-standards-afa43691cf3fe033e9a474df75d9608c.png" width="1362" height="589"></p><p>Then define your component&#x27;s input and output using the above defined struct also with editor:</p><p><img alt="std" src="/zh/assets/images/cogine-components-c811dd4b9b3bcee1dcddcd64eeb2e83b.png" width="1618" height="504"></p><p>Then define your logic flow:</p><p><img alt="std" src="/zh/assets/images/cogine-flow-a9536cf3eaca92b6114d933df6f95c55.png" width="1614" height="303"></p><p>Finally write your component&#x27;s code with Lua:</p><p>fetch_top_hn.lua:</p><pre><code class="language-lua">function updating()
+<div role="region" aria-label="跳到主要内容"><a class="skipToContent_fXgn" href="#__docusaurus_skipToContent_fallback">跳到主要内容</a></div><div class="announcementBar_mb4j" role="banner"><div class="content_knG7 announcementBarContent_xLdY"><a target="_blank" rel="nofollow noopener noreferrer" href="https://github.com/Cogine/RealityWorld">⭐ We are going open source on GitHub</a></div></div><nav aria-label="主导航" class="navbar navbar--fixed-top"><div class="navbar__inner"><div class="navbar__items"><button aria-label="切换导航栏" aria-expanded="false" class="navbar__toggle clean-btn" type="button"><svg width="30" height="30" viewBox="0 0 30 30" aria-hidden="true"><path stroke="currentColor" stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" d="M4 7h22M4 15h22M4 23h22"></path></svg></button><a class="navbar__brand" href="/zh/"><div class="navbar__logo"><img src="/zh/img/logo/reality-world.svg" alt="Reality World" class="themedImage_ToTc themedImage--light_HNdA" height="32px" 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class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container" style="padding:50px 20px 50px 20px" id="page-pricing"><h1 class="text--center"> Features and benefits</h1><h2 class="text--center" style="font-weight:normal">以下是Cogine的一些主要特性，更详细的介绍参见技术文档</h2><br><table><thead><tr><th align="left">Name</th><th align="left">Description</th><th align="center">LangChain</th><th align="center">Chidori</th><th align="center">Cogine</th></tr></thead><tbody><tr><td align="left">Decentralized data</td><td align="left">User&#x27;s data are stored outside of the application and user controls its access permission from the applications</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Interoperability</td><td align="left">One agent can interoperate with any others even it is not developed by a same developer</td><td align="center">limited to agents developed by a same developer and need to call API manually</td><td align="center">limited to agents developed by a same developer and need to call API manually</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Multi-agent collaboration</td><td align="left">Has standard collaborating mechanism between User, System and Agents</td><td align="center">No standard mechanism and need to communicate case by case, also limited to a same developer</td><td align="center">No standard mechanism and need to communicate case by case, also limited to a same developer</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Function/Agent-level sand-boxing</td><td align="left">Every agent and even a function can be isolated so that multi agents come from different can be running in a same memory environment safely</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Conversational computing</td><td align="left">Code can talk to user, system or other agents to ask more information at any function location, the agent will be paused and continue to run when got response.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Logic-abstraction</td><td align="left">We re-organized the whole program to make developers focused on logic of busniess and forget about the hardware, data and programing language abstraction.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Visual graph editing</td><td align="left">We build a graph interaction which is as simple as Houdini and as powerful as any turning completed programming language.</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Agent format standard</td><td align="left">We defined a agent format standard to represent a turing completed agent program which can be loaded and runned dynamically so everyone can develop an agent to handle personal needs.</td><td align="center">some runtime in-memory agent object</td><td align="center">some runtime in-memory agent object</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr><tr><td align="left">Virtual machine &amp; Dynamical loading and running</td><td align="left">Can load and run dynamically</td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#F87272" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9.75 9.75l4.5 4.5m0-4.5l-4.5 4.5M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td><td align="center"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="#25c2a0" width="24" height="24"><path stroke-linecap="round" stroke-linejoin="round" d="M9 12.75L11.25 15 15 9.75M21 12a9 9 0 11-18 0 9 9 0 0118 0z"></path></svg></td></tr></tbody></table><br><section class="page__section"><div class="container"><h2 class="section__header text--center" style="padding:10px">与 LangChain 和 Chidori 在开发体验上的比较</h2><p class="text--center" style="white-space:pre-wrap">基本上，在使用其它框架的时候，用户必须要全面学习Python，关注程序的结构，以及这些框架本身定义的各种复杂的类及其复杂的继承关系，然后使用这些特定的架构规则构建程序。 使用Cogine，你唯一需要关心的就是逻辑本身， 没有太多软件构造方面的负担。</p><div style="margin-top:30px"><div class="row"><div class="col col--8 col--offset-2"><div class="col-demo center"><div style="width:1020px"><div class="tabs-container tabList__CuJ"><ul role="tablist" aria-orientation="horizontal" class="tabs center"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_LNqP tabs__item--active">Cogine</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">LangChain</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">Chidori</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Ymn6"><p>First define a Story struct with editor:</p><p><img alt="std" src="/zh/assets/images/cogine-standards-afa43691cf3fe033e9a474df75d9608c.png" width="1362" height="589"></p><p>Then define your component&#x27;s input and output using the above defined struct also with editor:</p><p><img alt="std" src="/zh/assets/images/cogine-components-c811dd4b9b3bcee1dcddcd64eeb2e83b.png" width="1618" height="504"></p><p>Then define your logic flow:</p><p><img alt="std" src="/zh/assets/images/cogine-flow-a9536cf3eaca92b6114d933df6f95c55.png" width="1614" height="303"></p><p>Finally write your component&#x27;s code with Lua:</p><p>fetch_top_hn.lua:</p><pre><code class="language-lua">function updating()
     local story_ids = get_url(&quot;https://hacker-news.firebaseio.com/v0/topstories.json?print=pretty&quot;)
     for i = 1, #story_ids do
         local url = string.format(&quot;https://hacker-news.firebaseio.com/v0/item/%s.json?print=pretty&quot;, story_ids[i])
@@ -157,7 +157,7 @@
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style="display:flex;align-items:center;justify-content:center;height:100px"><h1 class="hero__title">Creating an intelligent reality with Cogine</h1></div><div style="display:flex;align-items:center;justify-content:center"><p class="hero__subtitle" style="width:600px;height:90px">Reality World是一个多程序（如多智能体）动态运行的平台和模拟器， 它的核心是解决这些来自不同开发者的程序之间的互操作、安全和调度。它像复杂系统一样工作，用户可以选择不同的程序组合，使得整体程序相比传统程序能够涌现出数字智能。</p></div><div style="display:flex;align-items:center;justify-content:center"><div class="intro__buttons margin-top--lg text--center"><a href="https://realityworld.com/docs" target="_blank" rel="noopener noreferrer" class="button button--lg button--primary">白皮书</a><a href="" class="button button--lg button--primary button--outline">开始入门</a></div></div></div></div></div><div class="container text--center margin-bottom--xl"><div class="row"><div class="col"><h2>Reality World Open Source Conference</h2><div style="align-items:center"><iframe width="900" height="510" src="//player.bilibili.com/player.html?aid=920051865&amp;bvid=BV1pu4y1n7an&amp;cid=1308801283&amp;p=1" scrolling="no" border="0" frameborder="no" framespacing="0" allowfullscreen="true"> </iframe></div></div></div></div><section class="page__section" style="background-color:white"><div class="container"><h2 class="section__header text--center" style="padding:10px;color:#444950">计算架构创新</h2><div style="margin-top:30px"><div class="row"><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">对话式计算</h4><p style="font-size:15px;color:#444950">每个函数可以任意跟用户、系统或其它程序进行任意通信以获取更多信息，该程序会被系统暂停直到获得响应后自动恢复执行，这种计算模型对LLM应用非常重要。</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">互操作性</h4><p style="font-size:15px;color:#444950">来自不同开发者之间编写的程序可以运行在同一个内存环境，并在用户的许可下进行互操作，这种应用之间的协作能力是未来元宇宙和AI多智能体应用的核心基础需求。</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">自我进化</h4><p style="font-size:15px;color:#444950">所有程序以相互协作的方式进行工作，用户可以定制个性化的组合以满足不同的个性需求，像生物系统一样进行自我进化，通过复杂系统的机制涌现出更高的数字智能。</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">逻辑抽象</h4><p style="font-size:15px;color:#444950">运行时将对整个程序进行重新组织，这使得开发者仅需要关注逻辑，而不需要关心硬件、内存数据管理以及其它编程语言相关的细节，从而建立一种逻辑抽象。</p></div></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row-reverse"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>让每个人都可以编写AI智能体程序</h2><div><p>编写程序并不简单，但是其中最难的部分并不是编程语言本身，而是关于大规模程序怎样组织的方法，也即程序的结构，我们通过建立一个更高层次的逻辑抽象层来隐藏这种程序结构性，使开发者仅需要将注意力放到业务流程上。</p><p>大部分基于Graph的可视程序编辑只是对原始程序代码的一种可视化，这意味着开发者仍然需要关注结构性，基于我们调整的程序结构，我们构建出一种像Houdini一样简单的可视逻辑编辑交互，同时又和其它任何图灵完备的编程语言一样具有灵活的表达能力。</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">阅读更多</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><img src="/img/home/flow.png" style="height:333px;width:600px"></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>一个子程序的虚拟机、平台和模拟器</h2><div><p>我们定义了一个微程序（如AI智能体）的标准格式，它是图灵完备的程序，这个程序可以被动态加载和运行。</p><p>基于这种标准格式，我们开发了一个虚拟机用于动态解释和执行这种程序，这种动态性使得任何个人都可以开发和分享自己的个性化程序，就像分享一个URL那么简单，这将大大简化程序的创建和发布流程。</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">阅读更多</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><svg width="561.976" height="261.549" viewBox="0 0 148.689 69.201" xml:space="preserve" xmlns="http://www.w3.org/2000/svg"><defs><marker style="overflow:visible" id="b" refX="0" refY="0" orient="auto-start-reverse" markerWidth="1" markerHeight="1" viewBox="0 0 1 1" preserveAspectRatio="xMidYMid"><path transform="scale(.5)" style="fill:context-stroke;fill-rule:evenodd;stroke:context-stroke;stroke-width:1pt" d="m5.77 0-8.65 5V-5Z"></path></marker><marker 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style="display:flex;align-items:center;justify-content:center;height:100px"><h1 class="hero__title">Creating an intelligent reality with Cogine</h1></div><div style="display:flex;align-items:center;justify-content:center"><p class="hero__subtitle" style="width:600px;height:90px">Reality World是一个多程序（如多智能体）动态运行的平台和模拟器， 它的核心是解决这些来自不同开发者的程序之间的互操作、安全和调度。它像复杂系统一样工作，用户可以选择不同的程序组合，使得整体程序相比传统程序能够涌现出数字智能。</p></div><div style="display:flex;align-items:center;justify-content:center"><div class="intro__buttons margin-top--lg text--center"><a href="https://realityworld.com/docs" target="_blank" rel="noopener noreferrer" class="button button--lg button--primary">白皮书</a><a href="" class="button button--lg button--primary button--outline">开始入门</a></div></div></div></div></div><div class="container text--center margin-bottom--xl"><div class="row"><div class="col"><h2>Reality World Open Source Conference</h2><div style="align-items:center"><iframe width="900" height="510" src="//player.bilibili.com/player.html?aid=920051865&amp;bvid=BV1pu4y1n7an&amp;cid=1308801283&amp;p=1" scrolling="no" border="0" frameborder="no" framespacing="0" allowfullscreen="true"> </iframe></div></div></div></div><section class="page__section" style="background-color:white"><div class="container"><h2 class="section__header text--center" style="padding:10px;color:#444950">计算架构创新</h2><div style="margin-top:30px"><div class="row"><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">对话式计算</h4><p style="font-size:15px;color:#444950">每个函数可以任意跟用户、系统或其它程序进行任意通信以获取更多信息，该程序会被系统暂停直到获得响应后自动恢复执行，这种计算模型对LLM应用非常重要。</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">互操作性</h4><p style="font-size:15px;color:#444950">来自不同开发者之间编写的程序可以运行在同一个内存环境，并在用户的许可下进行互操作，这种应用之间的协作能力是未来元宇宙和AI多智能体应用的核心基础需求。</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">自我进化</h4><p style="font-size:15px;color:#444950">所有程序以相互协作的方式进行工作，用户可以定制个性化的组合以满足不同的个性需求，像生物系统一样进行自我进化，通过复杂系统的机制涌现出更高的数字智能。</p></div></div></div><div class="col"><div class="col-demo"><div class="text--center"><h4 class="text--center" style="font-size:20px;color:#444950">逻辑抽象</h4><p style="font-size:15px;color:#444950">运行时将对整个程序进行重新组织，这使得开发者仅需要关注逻辑，而不需要关心硬件、内存数据管理以及其它编程语言相关的细节，从而建立一种逻辑抽象。</p></div></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row-reverse"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>让每个人都可以编写AI智能体程序</h2><div><p>编写程序并不简单，但是其中最难的部分并不是编程语言本身，而是关于大规模程序怎样组织的方法，也即程序的结构，我们通过建立一个更高层次的逻辑抽象层来隐藏这种程序结构性，使开发者仅需要将注意力放到业务流程上。</p><p>大部分基于Graph的可视程序编辑只是对原始程序代码的一种可视化，这意味着开发者仍然需要关注结构性，基于我们调整的程序结构，我们构建出一种像Houdini一样简单的可视逻辑编辑交互，同时又和其它任何图灵完备的编程语言一样具有灵活的表达能力。</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">阅读更多</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><img src="/img/home/flow.png" style="height:333px;width:600px"></div></div></div></div></div></section><section class="page__section"><div class="container"><div class="row" style="flex-direction:row"><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;height:350px"><div><h2>一个子程序的虚拟机、平台和模拟器</h2><div><p>我们定义了一个微程序（如AI智能体）的标准格式，它是图灵完备的程序，这个程序可以被动态加载和运行。</p><p>基于这种标准格式，我们开发了一个虚拟机用于动态解释和执行这种程序，这种动态性使得任何个人都可以开发和分享自己的个性化程序，就像分享一个URL那么简单，这将大大简化程序的创建和发布流程。</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">阅读更多</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><svg width="561.976" height="261.549" viewBox="0 0 148.689 69.201" xml:space="preserve" xmlns="http://www.w3.org/2000/svg"><defs><marker style="overflow:visible" id="b" refX="0" refY="0" orient="auto-start-reverse" markerWidth="1" markerHeight="1" viewBox="0 0 1 1" preserveAspectRatio="xMidYMid"><path transform="scale(.5)" style="fill:context-stroke;fill-rule:evenodd;stroke:context-stroke;stroke-width:1pt" d="m5.77 0-8.65 5V-5Z"></path></marker><marker 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class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container margin-vert--xl"><div class="row"><div class="col col--6"><div class="col-demo"><div style="display:flex;gap:5px;flex-wrap:nowrap;align-items:center"><h1 class="hero__title">Reality Create</h1></div><div class="hero__subtitle margin-top--lg"><p>Reality Create是一个基于图的编辑器，使用它可以创建由Cogine定义的程序，这些程序可以被Reality World加载或者Cogine虚拟机加载运行。</p></div><div class="intro__buttons margin-top--lg"><a class="button button--lg button--primary" href="/zh/">Read More</a></div></div></div><div class="col col--6"><div class="col-demo"><div class="hero__image hero__image__mobile"><img src="/img/home/reality-create.png" style="width:500px"></div></div></div></div></div><section class="page__section"><div class="container"><div class="row" style="flex-direction:row-reverse"><div class="col"><div class="col-demo"><div 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style="display:flex;align-items:center;height:350px"><div><h2>让每个人都可以编写AI智能体程序</h2><div><p>编写程序并不简单，但是其中最难的部分并不是编程语言本身，而是关于大规模程序怎样组织的方法，也即程序的结构，我们通过建立一个更高层次的逻辑抽象层来隐藏这种程序结构性，使开发者仅需要将注意力放到业务流程上。</p><p>大部分基于Graph的可视程序编辑只是对原始程序代码的一种可视化，这意味着开发者仍然需要关注结构性，基于我们调整的程序结构，我们构建出一种像Houdini一样简单的可视逻辑编辑交互，同时又和其它任何图灵完备的编程语言一样具有灵活的表达能力。</p></div><a href="https://realityworld.com" target="_blank" rel="noopener noreferrer" class="button button--outline button--primary">阅读更多</a></div></div></div></div><div class="col"><div class="col-demo"><div style="display:flex;align-items:center;justify-content:center;height:350px"><img src="/img/home/flow.png" style="height:333px;width:600px"></div></div></div></div></div></section><section class="page__section"><div class="container"><h2 class="section__header text--center" style="padding:10px">加入开发者社区</h2><p class="text--center" style="white-space:pre-wrap">Open-source is in the ❤ of Reality World.
 ⭐ us on GitHub.</p><div style="margin-top:30px"><div style="display:flex;justify-content:center;gap:10px;flex-wrap:wrap"><a href="https://github.com/Cogine/RealityWorld" target="_blank" rel="noopener noreferrer" class="button button--primary button--outline">Star on GitHub</a></div></div></div></section></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col footer__col"><div class="footer__title">Social</div><ul class="footer__items clean-list"><li class="footer__item">
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+<div role="region" aria-label="跳到主要内容"><a class="skipToContent_fXgn" href="#__docusaurus_skipToContent_fallback">跳到主要内容</a></div><div class="announcementBar_mb4j" role="banner"><div class="content_knG7 announcementBarContent_xLdY"><a target="_blank" rel="nofollow noopener noreferrer" href="https://github.com/Cogine/RealityWorld">⭐ We are going open source on GitHub</a></div></div><nav aria-label="主导航" class="navbar navbar--fixed-top"><div class="navbar__inner"><div class="navbar__items"><button aria-label="切换导航栏" aria-expanded="false" class="navbar__toggle clean-btn" type="button"><svg width="30" height="30" viewBox="0 0 30 30" aria-hidden="true"><path stroke="currentColor" stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" d="M4 7h22M4 15h22M4 23h22"></path></svg></button><a class="navbar__brand" href="/zh/"><div class="navbar__logo"><img src="/zh/img/logo/reality-world.svg" alt="Reality World" class="themedImage_ToTc themedImage--light_HNdA" height="32px" width="32px"><img src="/zh/img/logo/reality-world.svg" alt="Reality World" class="themedImage_ToTc themedImage--dark_i4oU" height="32px" width="32px"></div><b class="navbar__title text--truncate">Reality World</b></a><div class="navbar__item dropdown dropdown--hoverable"><a href="#" aria-haspopup="true" aria-expanded="false" role="button" class="navbar__link">产品</a><ul class="dropdown__menu"><li><a class="dropdown__link" href="/zh/cogine">Cogine</a></li><li><a class="dropdown__link" href="/zh/reality-create">Reality Create</a></li><li><a class="dropdown__link" href="/zh/app">Reality World</a></li><li><a class="dropdown__link" href="/zh/self-deploying">自我部署</a></li></ul></div><div class="navbar__item dropdown dropdown--hoverable"><a href="#" aria-haspopup="true" aria-expanded="false" role="button" class="navbar__link">开发者</a><ul class="dropdown__menu"><li><a class="dropdown__link" href="/zh/whitepaper">白皮书</a></li><li><a class="dropdown__link" href="/zh/docs/intro">技术文档</a></li><li><a class="dropdown__link" href="/zh/thinking">思考过程</a></li></ul></div><a class="navbar__item navbar__link" href="/zh/blog">博客</a><a class="navbar__item navbar__link" href="/zh/features">特性 &amp; 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 无法释放注意力的原因是没有一套松散的架构，使得能够根据局部交互关系自动进行，依赖于中央控制</p><p>秦春林:
 核心逻辑：由确定性逻辑系统到复杂系统开发，也就是还原论到复杂系统，强调非线性关系；理由是智能的计算，注意力的释放；衍生出的需求是互操作和局部交互能力</p><p>秦春林:
 强调元宇宙和多智能体协作的底层逻辑，AI使这种系统更容易落地</p><p>秦春林:
@@ -21,7 +21,7 @@
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class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><h1>Self-deploying</h1><p>You can deploy Cogine to your self project easily, please checkout the demo code in the Reality World project, the following is the main source code.</p><p>Basically, you are doing two things:</p><ul><li>call Cogine API to create an App, which will load and run agents, and run it, and</li><li>create an thread to send and receive message from Cogine runtime.</li></ul><div class="language-rust codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-rust codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">fn main() {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let root = &quot;D:\\P\\RealityWorld\\app_data&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    // there should be a process or operation let user to select one or more Dna to start</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    // here we start a special Dna</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let dna_root = &quot;D:\\P\\RealityWorld\\app_data\\dna\\dna1.json&quot;.to_owned();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let dna = load_dna(&amp;dna_root.to_string()).unwrap();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let (user_sender, app_receiver) = mpsc::channel::&lt;Message&gt;();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let (app_sender, user_receiver) = mpsc::channel::&lt;Message&gt;();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let mut app = Box::&lt;RealityApp&gt;::default();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    app.init(</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        root.to_string(),</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &amp;dna.agents,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        move || {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            let mut message: Option&lt;Message&gt; = None;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            match user_receiver.try_recv() {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                Ok(msg) =&gt; {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    println!(&quot;{}: {}&quot;, msg.sender, msg.content.to_string());</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    message = Some(msg);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                Err(e) =&gt; {}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            message</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        move |msg| {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            user_sender.send(msg).unwrap();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    );</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    // game thread</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    thread::spawn(move || loop {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        App::new(root).start_dna(&amp;dna.clone()).run(</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            || {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                let mut message: Option&lt;Message&gt; = None;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                match app_receiver.try_recv() {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    Ok(msg) =&gt; {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                        println!(&quot;{}: {}&quot;, msg.sender, msg.content.to_string());</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                        message = Some(msg);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    Err(e) =&gt; {}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                message</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            |msg| {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                app_sender.send(msg).unwrap();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        );</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    });</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let options = eframe::NativeOptions {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        initial_window_size: Some(egui::vec2(900.0, 600.0)),</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        ..Default::default()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    };</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    eframe::run_native(&quot;Reality World&quot;, options, Box::new(|_cc| app))</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        .expect(&quot;Failed to run native example&quot;);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" 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class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><h1>Self-deploying</h1><p>You can deploy Cogine to your self project easily, please checkout the demo code in the Reality World project, the following is the main source code.</p><p>Basically, you are doing two things:</p><ul><li>call Cogine API to create an App, which will load and run agents, and run it, and</li><li>create an thread to send and receive message from Cogine runtime.</li></ul><div class="language-rust codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-rust codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">fn main() {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let root = &quot;D:\\P\\RealityWorld\\app_data&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    // there should be a process or operation let user to select one or more Dna to start</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    // here we start a special Dna</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let dna_root = &quot;D:\\P\\RealityWorld\\app_data\\dna\\dna1.json&quot;.to_owned();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let dna = load_dna(&amp;dna_root.to_string()).unwrap();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let (user_sender, app_receiver) = mpsc::channel::&lt;Message&gt;();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let (app_sender, user_receiver) = mpsc::channel::&lt;Message&gt;();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let mut app = Box::&lt;RealityApp&gt;::default();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    app.init(</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        root.to_string(),</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &amp;dna.agents,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        move || {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            let mut message: Option&lt;Message&gt; = None;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            match user_receiver.try_recv() {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                Ok(msg) =&gt; {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    println!(&quot;{}: {}&quot;, msg.sender, msg.content.to_string());</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    message = Some(msg);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                Err(e) =&gt; {}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            message</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        move |msg| {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            user_sender.send(msg).unwrap();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    );</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    // game thread</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    thread::spawn(move || loop {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        App::new(root).start_dna(&amp;dna.clone()).run(</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            || {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                let mut message: Option&lt;Message&gt; = None;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                match app_receiver.try_recv() {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    Ok(msg) =&gt; {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                        println!(&quot;{}: {}&quot;, msg.sender, msg.content.to_string());</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                        message = Some(msg);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                    Err(e) =&gt; {}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                message</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            |msg| {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                app_sender.send(msg).unwrap();</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        );</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    });</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    let options = eframe::NativeOptions {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        initial_window_size: Some(egui::vec2(900.0, 600.0)),</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        ..Default::default()</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    };</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    eframe::run_native(&quot;Reality World&quot;, options, Box::new(|_cc| app))</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        .expect(&quot;Failed to run native example&quot;);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" 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class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><h1 align="center">一种自我进化的、可互操作的分布式应用系统</h1><br><p align="center">秦春林</p><br><p>Reality World是一个以互操作性为核心目标的分布式系统和架构，它的愿景是构造一个无边的数字世界，使得任何人都可以向这个系统动态添加新的子程序，这些子程序可以和其它子程序任意交互，这个系统可以像生物系统一样自我进化，从而通过复杂系统的机制涌现出更加智能、丰富和个性化的数字世界体验。<br><br></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="摘要">摘要<a href="#摘要" class="hash-link" aria-label="摘要的直接链接" title="摘要的直接链接">​</a></h2><p>近年来，随着区块链、元宇宙以及大模型的发展，数字世界的构建逻辑和使用形态都发生了很大变化。然而总体而言，目前并没有比较成熟的专门面向这些新型特征应用的底层架构，甚至还没有形成比较清晰和统一的思路，比如这种架构应该有哪些新的特征、形态以及设计目标。尝试构建这样的一套新的方法体系是非常复杂的，我认为核心的难点在于很难单从软件架构的视角去解决这一问题。比如元宇宙类应用，表面上看我们可以在现有的引擎架构上去构建，然后元宇宙背后的核心逻辑是互操作性，它要求来自不同开发者创建的应用之间能够进行交互，从而提供更动态、多元和个性化的数字化体验，然而互操作性和传统的软件开发逻辑是相悖的。再比如多智能体类应用，最近更多的工作意识到这类应用的逻辑更可能需要很多具有独立功能的小智能体进行相互协作来实现，这种多智能体相互协作的逻辑跟复杂系统的行为是类似的，然而我们当前的编程模式并没有针对这样的思想进行设计。从上面的论述可以看出，未来数字世界的软件构造方法，需要考虑更多的跨领域知识体系。本文正是通过对传统的软件架构方法（如面向对象和函数式编程模型）、编程语言及其编译过程和链接过程、区块链、复杂系统、游戏应用架构等跨领域知识进行系统分析，结合这些新型应用的特征，提出了一套系统的架构体系，它包括清晰的设计原则、目标、方法哲学，以及一个包含核心机制的源代码实现。希望此工作可以对未来数字世界基础架构的设计、研究和开发提供有益的指引。</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="问题">问题<a href="#问题" class="hash-link" aria-label="问题的直接链接" title="问题的直接链接">​</a></h2><p>近几年，数字世界的形态发生着巨大的变化，一方面似乎是面对互联网红利的逐渐下降，人们需要新的科技引爆点；但另一方面，这些新的概念也在某种程度上折射出一个信息：那就是我们生活中的数字化还不够彻底，还不够丰富，还没有完全释放它全部的力量。</p><p>例如在Web 3.0的概念中，我们希望我们的隐私和资产能够不被少数中心化的实体所控制；在元宇宙的概念中，我们希望任何人能够进行更自由地创造数字内容，并使我们的数字分身连同我们的很多能力能够在跨域多个虚拟世界中进行互操作，从而提供接近现实世界的数字生活体验；而在大模型应用中，随着大模型对人类任意指令的语义理解，固定的软件逻辑似乎无法应付这种逻辑复杂度，我们希望应用内部能够更智能地协调和调度正确的功能来解决任意的问题，而不是像过去那样提供固定结构和功能的软件。</p><p>所有这些新的需求可能都意味着我们需要新的思维和方法来构建应用，而人们自然是希望基于现有的软件工程体系，能够进行少量的架构设计，来实现上述这些应用的开发。本节我们就来看几个基本的问题，从而理解我们现行的体系在解决这些问题方面会遇到哪些挑战，这些问题的理解也为后面的架构设计提供重要的依据。</p><p>当然，这只是几个典型问题，本文后面的内容还会讨论更多的相关问题。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化和数据安全">去中心化和数据安全<a href="#去中心化和数据安全" class="hash-link" aria-label="去中心化和数据安全的直接链接" title="去中心化和数据安全的直接链接">​</a></h3><p>我们现代整个构建软件的方法体系，不管是底层的编程语言及其提供的一些编程模式，如面向对象或函数式编程，还是中间一些帮助构建各种应用的工具，如游戏引擎和各种开发框架，都是基于这样一个前提或假设：即程序拥有所有的权力，程序可以控制和访问一切数据，不管是内存中的数据，还是应用本地持久化存储的数据，还是应用存储到云端的数据。这样做的目的是简化编程模型，这种简化的思想体现在两个层面：</p><ul><li>操作系统为每个应用分配独立的内存空间，因此通过这种简单的内存隔离就可以保证应用的数据安全</li><li>将应用内产生的用户数据的管理交给开发商，由他们负责保证数据的安全</li></ul><p>从上面的机制可以看出，尽管现在各国都应相应的合规法律来保护用户的隐私数据不能被非法上传或使用，但实际在操作层面，很多数据的交互涉及到功能层面，例如需要在云端与来自其它用户的数据进行计算，所以很多数据其实很难界定，因此我们的隐私数据一般只包含部分数据，而还有很多应用执行过程中产生的数据也是对用户而言很重要的。</p><p>由于应用程序对数据的天生的权限，使得软件开发商天然的成为一个中心化的实体，掌控着所有用户的数据。尽管很多时候，这种中心化的管理带来了很多便利和效率，但是对于用户而言损失则是很大的，除了数据被非常使用的风险，还有包括在平台获取合法收益时不透明性，没有话语权，同时出于竞争考虑，一个应用的数据对同一个用户的其它应用通常是无法互操作的，而这种互操作很多时候对用户来说是很有价值的。</p><p><img loading="lazy" alt="programming-model" src="/zh/assets/images/programming-model-9fbd044f7a0ec622f182ca03143d6bae.svg" width="686" height="211" class="img_ev3q"></p><p>这里面的根本问题，我觉得是这个编程模型的问题，它将程序的功能和程序执行过程中产生的数据关联在一起，彼此无法分开，如上图（a）所示。想想我们现实生活中的经济模式，一个厂商生产了某件商品，用户购买商品之后，除了简单的售后服务关系，用户和厂商之间就没有其它关系，该商品后续生产的物品都有用户自己拥有，用户可以将这些物品用于任意自己的意图。</p><p>所以，为了更好地保护用户的权益，我们需要一种天生能够将软件的数据和功能分开的机制，本文就会提出一种机制，使得开发者使用类似现有的方法进行软件开发，但是其产生的数据确实天生由用户控制的，换句话说，即使是同一个应用产生的数据，用户都可以在后续的操作中禁止该应用对之前产生数据的访问，而且这种控制方式非常简单，如上图（b）所示。</p><p>这种编程模式的改变，会对应用的形态造成非常深刻的影响，它也会带来更多新的技术上的可能性，使得我们可以构建更加复杂丰富的应用。这些特性也正是元宇宙和Web 3.0数字经济的构建所需要的基本特性：它使得互操作变得简单和可能。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作和用户内容创作">互操作和用户内容创作<a href="#互操作和用户内容创作" class="hash-link" aria-label="互操作和用户内容创作的直接链接" title="互操作和用户内容创作的直接链接">​</a></h3><p>尽管元宇宙还没有明确的定义和形态，但是它的一些基本特性也慢慢被人们接受，比如虚拟与现实的结合，用户生成内容，去中心化和开放性，以及数字身份，社交和经济系统等等。元宇宙看起来包括了Web 3.0的思想，但是它可能并不寻求所有的数据都保存在区块链上，因为那样在理论上根本无法满足人们的使用体验需求。</p><p>从上面这些特性中，我们可以看出它们对现行的技术体系都会带来很大的挑战。其中关于去中心化和价值交易部分可以由区块链技术来实现，从本文后面也可以看出，互操作性和开放性方面也可以由我们上一节提出的程序架构来实现，然而对于用户创造的程序内容本身，依然存在比较大的挑战。</p><p>真实世界的经济系统的核心，是这个经济系统的大部分参与者都在参与经济生产，通过经济生产创造价值，然后才是交易。想想我们每个人都在上班，创造不同的产品，从事经济生产，然后人们用赚取的工资通过交易来换取其他人生产的有价值的东西，这个系统中的经济价值主要是由所有人一起创造出来的。</p><p>一个繁荣的数字经济系统也不例外，然而我们看现在的数字经济，从事生产活动的人是极少的，根据<a href="https://www.developernation.net/developer-reports/de20" target="_blank" rel="noopener noreferrer">Deverloper Nation</a>网站统计，2021年世界上只有2430万开发者，预计到2030年也只有4500万开发者，这在人类人口数量中不足0.5%，如下图所示：</p><p><img loading="lazy" alt="img" src="/zh/assets/images/programming-number-99509bb159c101481192c8f045ea9d79.jpg" width="1484" height="311" class="img_ev3q"></p><p>尽管在今年大模型在代码生成上表现出极大的潜力，甚至微软CEO Satya Nadella也提出未来可能借助大模型的能力，使得10亿人可以成为开发人员：</p><blockquote><p>“I mean, there can be a billion developers. In fact, the world needs a billion developers… So the idea that this is actually a democratizing tool to make access to new technology and access to new knowledge easier, so that the ramp-up on the learning curve is easier.”</p></blockquote><p>然而随着大模型在辅助代码编程方面的使用，例如Github Copilot，我们也逐渐意识到大模型虽然能够在一定程度上提升开发效率，但是它对专业人员的要求依然很高，换句话说，依然只有比较专业的开发人员才可以更好地使用它。这还只是考虑它在局部代码模块，例如单个函数级的代码生成，还不包括更复杂的程序结构和上下文逻辑管理。实际上如今的大模型在理论上主要以预测前后相关的线性序列来实现内容生成，这种理论在针对程序结构这种非线性、组合式的复杂任务上似乎存在一定的理论限制，如 <a href="https://arxiv.org/abs/2305.18654" target="_blank" rel="noopener noreferrer">Faith and Fate:Limits of Transformers on Compositionality</a> 这篇研究工作指出。</p><p>除了编程语言本身，元宇宙类的应用还要求更多的动态性，以及更重要的是在一个宿主程序中安全运行第三方子程序的能力，这会带来非常大的安全性挑战，尽管我们现在有一些如Web Assembly等包含的沙盒技术可以在理论上实现这些机制，但是在根据层面还没有比较简易可靠的框架可以使用，因为这种框架还需要协调应用程序本身的构造和运行机制。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="多智能体相互协作机制">多智能体相互协作机制<a href="#多智能体相互协作机制" class="hash-link" aria-label="多智能体相互协作机制的直接链接" title="多智能体相互协作机制的直接链接">​</a></h3><p>多智能体（Multi-Agents）是AI领域现在比较热门的一个方向。大模型对于自然语言的理解和对话能力，使得一些借助大模型内部的知识来完成推理和规划的Agent应用广受关注，例如AutoGPT、Generative Agents、BabyAGI等等。然而人们实际在开发中，也由于逐渐受限于大模型的能力，使得单纯简单依靠大模型来推理的Agent会比较难以落地，实际的Agent开发往往还是要涉及大量的逻辑开发，当然其中的逻辑交互主要涉及的是自然语言，也正是受限于大模型在自然语言理解方面的鲁棒性，实际的开发都是需要设置大量精巧的提示词工程才能达到比较好的性能。</p><p>不管是受限于单一Agent在记忆管理方面的不可靠性，还是由于越来越复杂的交互逻辑使得Agent开发和管理的复杂度逐渐增加，越来越多的工作将焦点转移到了多智能体系统上，即通过在一个共享的环境中让多个具有不同决策能力的Agent共同协作来完成一些指定的事情。尽管我们可以使用传统的方法来开发这类多智能体系统，例如基于LangChain，然而实际上多智能体协作机制有一些新的技术特征。</p><p>多智能体主要的技术特征是动态性，由于Agent的数量极多，成百甚至上千，那么这类系统要具备动态的能力，能够动态添加或移除一些Agent，同时具有较好的容错性，其中的某些Agent出现运行错误时，系统可能缺乏某些方面的能力，但是不影响其它能力的正常运行，在这些出现运行错误的Agent恢复运行后整个系统能够动态容纳该能力。</p><p>这看起来像是Actor模型尝试解决的问题，<a href="https://www.erlang.org/" target="_blank" rel="noopener noreferrer">Erlang</a> 是Actor模型比较有知名度的代表，如果我们把一个Agent比作一个线程或者Actor，那么Actor模型的工作机制似乎就可以实现多智能体交互的需求。开源项目 <a href="https://github.com/ThousandBirdsInc/chidori" target="_blank" rel="noopener noreferrer">Chidori</a> 也正是基于该理念的一个多智能体开源项目。在这类架构中，单个Agent会订阅某类信息，然后系统会维护这类信息的分发，使得一旦有Agent发出了某类信息，订阅该信息的Agent就会得到响应，信息本身充当了交互的接口和机制。</p><p>相对于多智能体的需求，这类架构还存在着两点不足：</p><ul><li><strong>缺乏数据互操作的机制或Agent之间通信的协议</strong>，每个Agent之间主要是通过字符串进行通信，这样保证Agent和Agent之间的功能解耦。然而这样的隐式协议通常不便于Agent之间的协作，特别是来自不同的开发者之间的Agent，它们在通信格式上没有显式的保障机制。此外，Agent相较于一个Actor算是一个比较大的线程，内部本身还包括很复杂的逻辑，也就意味着Agent内部可能还包括着大量需要获取用户数据的逻辑，这其中有些数据是来自其它程序的定义，这也需要互操作性的支持。</li><li><strong>缺乏开发这类应用系统的方法论</strong>。多智能体协作类似于一种复杂系统，复杂系统的一个典型特征是它的行为或功能是不可预期的，它们是靠很多逻辑简单的子系统相互作用涌现出现的，这就意味着我们不光是需要开发这种系统的工具，还需要一套系统的方法论来帮助我们测试或预测系统的功能行为，使之符合用户的预期，否则复杂系统在大部分情况下可能会表现出未知的行为。</li></ul><p>第一个问题也是传统简单的Actor模型在复杂项目中会遇到的问题，传统的Actor模型一般有两个假设：一是Actor足够小，甚至几乎就是一个函数；二是Actor函数功能本身类似纯函数，这样它内部就没有状态，整个问题就简化了很多。这种模型针对那种只是业务量多、但是业务之间相对独立的业务场景是比较合适的，例如Erlang本身针对的电信业务场景，以及Web服务类应用。但是针对更一般的业务场景，业务之间都穿插着大量的数据交互，这种交互没有比较简单的规则，所以我们传统的程序开发，最复杂的部分，也许就是这种数据管理的复杂性：每个业务函数本身的逻辑可能是比较清晰的，但是为了执行这个函数以及为了知道什么时候需要执行这个函数，我们需要从整个程序到处去寻找条件，例如来自各个地方的上下文数据，和各个逻辑的前置条件，这通常没有一个简单的解决方案，这可能也是编程学习门槛中相对编程语言语法本身更复杂的部分。</p><p>在后面的介绍中，我们将通过类型系统以及对应的互操作机制，来解决这个问题。同时也会通过更深刻地洞察和借鉴复杂系统的一些思路来解决第二个问题。</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="相关知识">相关知识<a href="#相关知识" class="hash-link" aria-label="相关知识的直接链接" title="相关知识的直接链接">​</a></h2><p>本节我们会简单介绍一些零碎的已有相关知识，当然这里仅介绍它们的一些基本概念和思路，其目的是为了理解其中的思想，从而更好地理解我们的架构怎样去采用这些思想，又做出了什么调整，为什么要做出这样的调整，以及做出了这些调整之后带来了什么新的变化。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性">互操作性<a href="#互操作性" class="hash-link" aria-label="互操作性的直接链接" title="互操作性的直接链接">​</a></h3><p>互操作性的 <a href="https://en.wikipedia.org/wiki/Interoperability" target="_blank" rel="noopener noreferrer">定义</a> 如下：</p><blockquote><p><strong>Interoperability</strong> is a characteristic of a product or system to work with other products or systems.</p></blockquote><p>由定义可以看出，互操作的本意在程序的环境下就是函数调用的能力，但互操作性大多是指两个相对比较隔离或者不同语言的系统之间的函数调用，内部的函数或编译到程序内部的第三方函数调用则不需要强调它的互操作性意义。例如宿主程序与动态脚本程序之间的互操作，例如C++与C或者Rust与C之间的互操作，甚至一个虚拟机支持的多个语言编程的程序之间的调用或通信。在这类情况下，被调函数的类型是无法被编码到程序中的，这通常需要程序内部实现一个对应的内部类型，然后相互之间通过某种格式的字符串来传递信息。所以互操作通常是和标准相关的：</p><blockquote><p>If two or more systems use common data formats and communication protocolsand are capable of communicating with each other, they exhibit<em>syntactic interoperability</em>. XML and SQL are examples of common data formats and protocols.</p></blockquote><p>传统的软件世界通过一些标准来建立互操作的基础，例如HTML、XML、SQL、USD等等，比如Nvidia就基于USD构建了Omniverse，由于其对USD格式的良好支持，使得其可以兼容大部分的内容制作工具，就构建起一个以Omniverse为中心的内容和应用生态。</p><p>Tim在2019年的演讲<a href="https://dl.acm.org/doi/10.1145/3306307.3339844" target="_blank" rel="noopener noreferrer">《Foundational principles &amp; technologies for the metaverse》</a>中大量提到了标准，为了实现多个独立应用程序之间的协作，那么必然要建立大量的标准，有了这些标准，互操作就变得简单，例如《堡垒之夜》现在的Creative模式实际上已经有了很多标准，比如一个物体怎么摆放在环境中，并可以被其他玩家交互，这都是可以由Device来定义的，这实际上就是一种形式的标准或者接口，只要遵循这些标准，则可以很轻易的与其他的环境进行交互。</p><p>然而这种基于文本标准的方式仍然有一些缺陷，例如其数量是非常少的，通常必须等一个组织对一个标准有一定影响力之后才能形成实时上的标准，被更多的三方兼容和支持。想想现实世界，各个实体之间的交互和联系几乎是无所不在的，例如一个人在路边新开了一家饭店，路过的人随时可以进去吃饭，不会说还要先接一下饭店定义的一个接口。而程序是必须有严格的逻辑的，比如保证地址、参数和接口的一致性才能进行互操作，这给软件世界的互操作带来了一定的困难。我们应用程序开发的流程通常都是先定义内部数据结构，实现软件功能之后，再以一定的形式封装一些接口，并以某种方式公布出来，由感兴趣的三方去集成。然而实际上有大量的软件开发者是没有精力或者能力去提供这些接口的。想象一个场景：开发者A开发了某个应用给用户新增了一种新的健康类的数据信息，这个数据本来是属于用户的，这个时候用户想要用这个数据来实现另一个事情，TA想自己或者说让其他开发者B帮助开发一个应用来使用这些数据，这种情况下通常是做不到的，因为开发者A可能并没有太多动力去提供这个接口，因为TA可能要耗费很大的精力，除非平台提供一些这种非常便利的机制使得TA可以很轻易地暴露出来。</p><p>其实更深刻一点理解，互操作问题其实是一个软件碎片化的问题。传统的软件开发都是先开发内部数据结构和数据存储，然后在必要的时候再把API包装使用某种形式的标准包装成外部接口，这样就造成碎片化，因为即使是针对同样的一类逻辑和数据，不同的应用程序或服务往往会定义不同的数据结构或处理逻辑，这就形成API的碎片化，使得相互之间非常难以协作。试想你可以在两个应用之间协商修改各自的API接口及定义，这是一对一的关系，或者说像支付宝这种平台性质的接口也是容易定义，这是一对多的关系，一对多的关系发展显然是缓慢的，必须让这个“一”有机会且需要时间发展壮大。如果我们希望一种更加高效，更加丰富的协作机制，那么显然我们需要多对多机制，这里面就要求我们对软件开发流程做一些调整。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/usd-1109031da5c391a7ac8194a67e234d38.png" width="1954" height="864" class="img_ev3q"></p><p>要想实现这种机制，其实现有的很多技术可以给予很多启示。我们先看USD格式，尽管从表面看USD跟其他的标准类似只是一种数据格式或协议，但实际上它远远不止如此，它还是一种非常易于扩展的格式，它提供了一种plugin的机制使得开发者可以对格式做很多定制和增强功能，并且可以通过一个Schema定义来生成自己定义格式的解析代码，然后通过Plugin来调用自定义的格式解析和代码。这就好比它帮助你编写了文本格式的编解码，尽管看起来不过如此，看起来只是一种模板化的代码生成机制，但是当这种解析代码能够与逻辑高度融为一体的时候，事情的本质发生了一些变化，试想使用USD你的流程是这样：首先针对一种特定数据自定义一个Schema，然后调用USD的API帮助我们生成相关的解析代码，如果这段解析代码能够以某种机制被其他开发者拿到，那么TA的程序就能够轻松解析我们的API。当然如果你修改了Schema，仍然需要对方进行同步，但是这种流程本质上改变了我们的思路：过去我们是先定义内部做法，再与外界沟通，这就容易带来一些复杂度和碎片化；现在是我们先想着自己就是基于一种标准在开发，然后需要的时候就能够很方便地暴露出去，这里USD充当了一种协调的机制并为这种协调的机制提供了一些辅助功能。苹果的usdz格式以及英伟达的MDL都是基于USD的这种扩展能力来实现自定义的资源格式。</p><p>API碎片化的第二个例子是LLVM，本质上LLVM在编译器领域的创新主要做的是模块化，早期的编译器开发，各个前端都要分别集成各个后端，编译器开发的复杂度非常高，这里面其实就是多对多的问题，看似很简单，每个前端与每个后端分别调一调，但随之代码的管理和维护成本是很高的，有时候某些内部设计不一致就会导致大量的重复，这就是碎片化问题。由内而外的设计总是不可避免会导致碎片化，碎片化带来软件复杂度，管理和研发成本。当LLVM提供了一个统一的低层IR表述之后，编译器的复杂度大大降低，比如现在能够很轻易地开发一些DSL语言，因为你完全不需要操心后端，只需要把你的代码生成LLVM IR即可。</p><p>当然LLVM并没有提供类似USD那种生成格式的机制，那是因为LLVM只有一种IR，所以写成一种固定的格式即可，过去的编译流程基本上都比较简单、固定。但是随着现代深度学习编译器的进展，由于深度学习有着相对比较特定的数据表述，各个公司内部都有开发一些特定的编译流程，它是比一般的LLVM IR更上层的抽象，所以我们对多层级IR表述又有了需求，于是在LLVM的基础上又发展出MLIR，它允许开发者社区能够自定义IR。然而与USD的Schema非常相似的地方是，MLIR为了避免碎片化，使不同开发者自定义的IR之间能够更轻易的协作，它也提供了一种类似的代码生成机制，在MLIR中称为Dialect ，例如如下的Dialect定义：</p><div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">def Toy_Dialect : Dialect {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let summary = &quot;Toy IR Dialect&quot;; let description = [{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    This is a much longer description of the</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    Toy dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    ...</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}];</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  // The namespace of our dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let name = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// The C++ namespace that the dialect class // definition resides in.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let cppNamespace = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>生成的C++代码如下：</p><div class="language-cpp codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-cpp codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ToyDialect</span><span class="token plain"> </span><span class="token operator">:</span><span class="token plain"> </span><span class="token base-clause keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token base-clause"> mlir</span><span class="token base-clause double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token base-clause class-name">Dialect</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token operator">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">ToyDialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">MLIRContext </span><span class="token operator">*</span><span class="token plain">context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token operator">:</span><span class="token plain"> mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token function" style="color:rgb(80, 250, 123)">Dialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">TypeID</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token generic-function function" style="color:rgb(80, 250, 123)">get</span><span class="token generic-function generic class-name operator">&lt;</span><span class="token generic-function generic class-name">ToyDialect</span><span class="token generic-function generic class-name operator">&gt;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">static</span><span class="token plain"> llvm</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">StringRef </span><span class="token function" style="color:rgb(80, 250, 123)">getDialectNamespace</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">void</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样多种IR就可以能够被轻易组合使用，你可以选择社区各种丰富的模块进行组合，来生成特定的编译流程，所以MLIR又称作“生成编译器的编译器”。实际上，碎片化在工业界是一个很大的问题，每家公司在开发自己的软件的时候不会考虑那么多，觉得我只要投入研发资源把自己软件做好就行，但是真正在用户侧使用的时候，TA可能需要多个软件是可以相互协作的，甚至你的用户可能就是开发者，这个开发者可能希望不同的软件可以被更高效的集成和管理。LLVM的作者Chris Lattner最新的创业公司Modular实际上核心就是解决这个问题，他的新编程语言Mojo，除了一些语法层面的传统一点的东西，很多核心能力都是来源于底层的MLIR，其中MLIR跟Mojo有更深度的整合，使得Mojo具有很强的元编程能力。Modular的最核心的逻辑其实跟当年的LLVM类似，解决碎片化问题，当然Modular有很多现在软件的运营思路可能会形成更好的平台和生态，因此它是一家商业公司，不仅仅是一个开源项目。</p><p>上述的软件架构都为解决应用之间互操作及其碎片化提供了很好的思想，然而为了更好的软件协作，这些机制还不够。上述的软件都是比较偏底层的基础软件，而不是面向上层用户侧的，因此不需要考虑很多其他问题，比如性能和格式的进化。当进入到一个更上层的消费端应用，首先上述的方式在不同的模块之间交换的都是文本数据，如果你让一个实时的游戏内部的每一次互操作都需要编解码文本，这显然是会影响性能的；此外，应用层的需求更容易变化，即使平台提供了一种生成统一格式解析的代码及其发现的机制，但是怎么应对这些格式的更频繁地变化呢？为此，RealityIS在这些方面做出了一些创新尝试。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向对象编程模型">面向对象编程模型<a href="#面向对象编程模型" class="hash-link" aria-label="面向对象编程模型的直接链接" title="面向对象编程模型的直接链接">​</a></h3><p>我们现代的项目开发使用的编程语言，或多或少大部分是和面向对象相关的，尽管看起来面向对象的本质是让我们更好地封装各自比较独立的逻辑，使大规模软件组织起来更加轻松：你不需要关心其他对象的内部逻辑就可以轻易地和它们一起组合起来协作。</p><p>然而实际上并不是这样，大部分面向对象编程语言会让人（特别是初学者）误以为编程就应该这样，它是在模拟真实世界的运行机制。那为什么这么完美的模型却没有产生这么完美的体验呢？直到最近一年多对面向对象的更多理解（特别是Erlang）才体会到其中一些问题。</p><p>Erlang之父Joe Armstrong在一次采访中（<a href="https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/" target="_blank" rel="noopener noreferrer">Ralph Johnson, Joe Armstrong on the State of OOP</a> ）讲到：</p><blockquote><p>Alan Kay himself wrote this famous thing and said <strong>&quot;The notion of object oriented programming is completely</strong> <a href="https://www.zhihu.com/search?q=misunderstood&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">misunderstood</a><strong>. It&#x27;s not about objects and classes, it&#x27;s all about messages</strong>&quot;. He wrote that and he said that the initial <a href="https://www.zhihu.com/search?q=reaction&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">reaction</a> to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.</p></blockquote><p>Alan Kay认为OOP的核心是关于消息，但是这样说其实我个人觉得并不太好理解到本质，因为消息更像是OOP这种设计下的一种机制或结果，而不是OOP本身的定义。我觉得OOP的本质应该是隔离，只有做到真正的隔离，才能真正降低系统的复杂度，因为绝对的隔离使得你完全不需要也不能了解另一个物体内部的运作，你们只需要通过一些外在的属性进行交互，我们的开发也仅需要了解这些简单的外在属性。现代大部分编程语言更强调的是object和class，认为对象的核心是关于封装，这本身也没有错，封装的目的也一定是为了让别人不需要关注你的内部细节，但问题在于，很多面向对象编程语言忽略了隔离的意义，为了方便程序员更灵活直接地获取数据和方法，提供一些机制，使得一个对象可以很轻易地访问到另一个对象内部的、跟其内部运作相关的数据或方法，这些原本是需要绝对隔离的。这种设计就使得隔离失去了意义，尽管我们可以指定规范要求自己以对象为单位进行绝对隔离，但是大部分情况下，我们很难做到一个很好的设计，最后的结果是程序内部对象之间相互耦合太多，不管是管理、维护、理解起来都是花费很大的精力。</p><p>Erlang就采用了一种不同的机制，它从语言体系上就不允许对象之间能够直接访问内部数据或方法，每个函数都分配为独立的线程，线程之间只能通过消息进行传递和联系，这样程序员就很难写出耦合比较深的代码，同时这种隔离对并行计算和分布式也带来了好处。所以Joe Armstrong说，根据Alan Kay的描述，Erlang可能是唯一真正面向对象的编程语言：</p><blockquote><p>Erlang has got all these things. It&#x27;s got isolation, it&#x27;s got polymorphism and it&#x27;s got pure messaging. From that point of view, we might say it&#x27;s the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are about</p></blockquote><p>再回过来看面向对象的核心为什么是隔离，是因为真正的隔离机制才能保证避免耦合，才能降低软件复杂度，因为一个大型的软件系统有无数的对象，如果对象之间存在耦合的可能，那维护起来将是非常不容易的。而当你只提供了强隔离的机制，不让程序员能够很方便地获取另一个对象的引用，剩下的结果就是对象之间只能通过消息通信了，这就是Erlang的整个架构设计，这也是为什么Erlang是真正的面向对象编程语言。也因此，消息更像是隔离机制带来的结果。</p><p>就像现实世界一样，微观的每个原子内部都有自己特定的结构，原子之间相互作用形成分子，进一步形成宏观物体，宏观物体通过内部分子结构形成特定的外在属性，但是其他物体与之交互从来不需要了解其中的内部结构，这就是面向对象的美好世界，然而传统的面向对象编程模式则为了便利为一个对象访问另一个对象的内部结构开了一个口子，这个口子不仅破坏了面向对象的编程思想和精髓，也失去了其带来的好处。</p><p>尽管Erlang看起来是一种完美的架构，然而消息通信是一种操作起来不太便利的方式，比如为了进一步解耦它通常是传递字符串消息，字符串需要编解码，带来了性能问题；而另一方面消息编程模型通常是异步的，使得对逻辑的流程管理失去了控制力。RealityIS在这两个方面都做了一些创新尝试，使得开发者既可以像传统的局部变量一样去方面其它对象的数据，又可以像Erlang一样拥有绝对的隔离，这种隔离带来编程复杂度上的减少，降低编程门槛。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="虚拟机">虚拟机<a href="#虚拟机" class="hash-link" aria-label="虚拟机的直接链接" title="虚拟机的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="基于组合与ecs">基于组合与ECS<a href="#基于组合与ecs" class="hash-link" aria-label="基于组合与ECS的直接链接" title="基于组合与ECS的直接链接">​</a></h3><p>例如游戏就是一个这样的例子，尽管仍然有基于传统的面向对象编程模型来开发的游戏程序，但是大部分的游戏框架或架构或多或少都是基于组件的，因为游戏的逻辑非常复杂，没有比较线性的流程，类似于复杂系统，系统跟系统之间存在非常复杂无序的相关性。游戏中的组件某种程度上类似一个Actor，它们都尝试把子系统的逻辑都尽量封装在内部，不同的是，由于组件之间的交互复杂度非常高，例如一个组件的输入消息会来自多个其它组件，而不是像简单的Actor模型只是一对一的通信，因此游戏程序的执行逻辑是按组件进行排序，每个组件有个语义上的顺序，这样的机制保证只要顺序安排得当，就不用去处理复杂的依赖顺序问题，而且当每个组件被执行时，它需要的数据总是能够得到满足。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="隔离与沙盒技术">隔离与沙盒技术<a href="#隔离与沙盒技术" class="hash-link" aria-label="隔离与沙盒技术的直接链接" title="隔离与沙盒技术的直接链接">​</a></h3><p>现在整个编程语言以及编译的体系架构，都是基于一个假设，即整个应用程序的所有源代码都被编译为一个单一的应用程序，这也即是编译和构造一个应用程序的主体可以认为是只有一个主体，即开发者，不管你背后是一个大团队或者大公司，最终编译发布应用程序的是一个特定的个人、部门或者组织。这样说有什么意思，这就意味着，整个应用程序的安全性由这个单独的主体负责，你需要解决软件的bug，检查所有可能的安全漏洞等等，保证软件最终运行是可靠的。而对于编程语言来讲，它不对软件的安全做任何假设：理论上，只要你拥有源代码，你就可以几乎访问整个应用程序内存中的数据，所以你必须确保你程序中的所有逻辑行为是正常的。如果所有代码都是由你自己公司的程序员编写的，这当然是天经地义的事情，如果你使用了第三方的开源代码或者闭源的二进制库，你必须由你自己去确保这些第三方的代码不会破坏你的软件运行。</p><p>这样天生就将每一个软件当作一个封闭、独立的环境，操作系统的内存分配和管理系统保证你的内存不会被其他进程的程序非法访问，这样软件就可以安全地运行，当然即使如此，你的程序当中涉及对外部数据读取的部分仍然可能导致内存安全问题。然而这种隔离是与我们现实世界的运行方式完全相反的，现实世界整个体系是基于协作和分工来实现文明发展的，计算机本来具有更强大的逻辑体系，然而实际上我们并没有在软件世界建立起比较简单地分工与协作机制。</p><p>现代软件变得越来越复杂，这种复杂的体系结构本来就希望能够借助更多的协作与分工的精神和思想来实现更大的复杂度和功能，这种协作的第一个要求是让未受信任的第三方代码可以在你的内存环境中执行代码。这也是《堡垒之夜》面临的第一个问题。按照现代编程语言的一些思路，一个源代码能够在一个内存环境中被执行，那表示其对应的主体知道和负责其中的安全问题，编程语言本身没有太多机制来解决这个问题。这又分为两种情况：静态语言和动态解释性脚本语言。对于动态而言而言，如lua，它们通常不能直接访问内存，开发者所能操作的都是封装在一定类型和对象中，现代大多数编程语言都按照类型进行寻址，也即是类型系统本身基本上可以保证程序的安全，如果你的源代码不知道一个对象的地址，你就不可能访问到它。然而实际现在大多数编程语言都提供静态变量或者全局常量之类的方式，这种方式使得内存环境中的其他代码可以获取到这些共享信息，从而对软件进行破坏。为了避免这种问题，Roblox就对Lua进行了改造，叫做Luau，比如通过禁止全局变量，以及禁止一些能够访问全局变量的库函数等等机制来实现一种沙盒安全，这样第三方开发者开发的代码就可以放心地在Roblox app中运行。</p><p>如果第三方未受信任代码是二进制的机器码，这个问题就更严重了，因为机器码是可以访问内存地址和寄存器的，那可以造成的破坏是无法想象的。然而人们仍然希望能够实现类似分工协作的方式，这方面最具有代表性的例子就是浏览器，浏览器是一个非常复杂的软件，现代浏览器往往都可以支持第三方二进制的插件，来提供一些更高性能的增强功能，例如浏览器的字体渲染往往都是使用第三方字体渲染库。为了解决这种由于未受信任二进制代码导致的安全问题，人们提出一些软件隔离（software-based fault isolation，SFI）技术，相对应操作系统或硬件的内存隔离，SFI是用于构建包含未信任组件的安全系统的一种轻量级方法，能够用于减少由于内存安全bug导致的攻击，SFI通过严格将第三方未信任软件限制在自己的沙盒内存区域，来隔离这种内存安全导致的破坏。用例包括浏览器使用SFI来扩展第三方组件，例如经典的Native Client SFI syetem（NaCI）使用SFI来扩展第三方c库，使得浏览器可以使用如第三方的字体，音频，XML解析等库；在边缘计算节点与第三方未信任客户环境进行联合计算等等。</p><p>NaCI存在较大的运行时性能，因为它的机制一般对第三方代码不做太多要求，假设其按照一般的方法进行开发，然后仅仅在调用这些方法的时候为其分配独立的内存区域进行隔离，它基本上是用软件模拟操作系统的内存隔离机制，比如每次切换都需要保存大量的状态和寄存器地址等等。为了减少这种隔离导致的代价，Web Assembly就使用另一个思路，由于Web Assembly程序都会编译为Wasm文件，由Wasm虚拟机解释执行，而不是底层的二进制代码，所以Web Assembly有机会对程序进行一定的分析，通过基于Control-Flow Integrity (CFI)技术，Web Assembly的编译器可以检查出程序中哪些代码可能会对这种沙盒环境造成破坏，从而禁止这样的代码生成合法的Wasm程序，因此也就实现了沙盒安全。但是由于这种检查是在编译期，并对第三方程序的构造过程有一定的要求，因此在实际执行的时候就可以避免在这种隔离安全的保护机制上花费过多的开销。</p><p>Web Assembly之所以是一种未来非常有潜力的技术，不仅仅得益于对Web的友好，接近机器码的字节码，多语言支持等等，这种沙盒技术也是很大的一个技术点。在Web Assembly之前还没有一种技术可以很好地普及和运用沙盒技术，例如JVM上有一些方案，但大多有些性能问题，或者不能完全保证安全，或者方案比较重。Web Assembly这种优秀的沙盒技术使得沙盒模式在以后的软件构造中可能被大规模使用，也就会实现更多的软件协作与分工，事实上比如现在对未受信任多应用环境要求比较高的环境如区块链就大多转型Web Assembly，而如Docker和Severless这种对虚拟环境要求比较高的环境也在逐步转向Web Assembly。</p><p>尽管Web Assembly的隔离技术非常优异，但是它并没有改变程序本身的构造方式，即如果你的代码本身就不含破坏别人的恶意代码，那么其实你的开发过程与过去的方式并没有什么区别。而RealityIS希望简化编程的开发，如本文后面编程方面的内容，我们还希望对编程的体系做出一些调整。因此我们会把各种问题放到一起考虑，而不是单纯一个一个地解决问题。例如软件的可组合性、模块化、编程复杂度的降低、互操作等等。</p><p>如后面的内容所知，我们还对应用程序的构造方法进行了调整，而不是仅仅把程序当作一个黑盒子来进行统一的隔离，例如传统的隔离技术大都是基于比较底层的编译惯例，如方法调用（Calling Convention）来设计隔离机制，这样使得不需要对用户的开发过程造成太大的影响。在Reality Create中，我们的每个组件的很多行为和构造过程是由运行时自动推导进行的，因此我们本身已经对用户的开发过程有一定的影响，这同时也意味着我们对程序的结构有着更多信息，因此我们可以在更上层的地方实现一些隔离机制，同时由于上层的机构包含对程序的更多的信息，因此会带来一些新的灵活性和能力。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="复杂系统">复杂系统<a href="#复杂系统" class="hash-link" aria-label="复杂系统的直接链接" title="复杂系统的直接链接">​</a></h3><p>从两个方面理解，内在结构和外在特征，内在结构通常在工业设计方面有很多实践。外在特征则更偏理论。</p><blockquote><p>A complex system is a system composed of many components which may interact with each other. Examples of complex systems are Earth&#x27;s global climate, organisms, the human brain, infrastructure such as power grid, transportation or communication systems, complex software and electronic systems, social and economic organizations (like cities), an ecosystem, a living cell, and ultimately the entire universe.</p></blockquote><p>Complex systems are <a href="https://en.wikipedia.org/wiki/System" target="_blank" rel="noopener noreferrer">systems</a> whose behavior is intrinsically difficult to model due to the dependencies, competitions, relationships, or other types of interactions between their parts or between a given system and its environment. Systems that are &quot;<a href="https://en.wikipedia.org/wiki/Complexity" target="_blank" rel="noopener noreferrer">complex</a>&quot; have distinct properties that arise from these relationships, such as <a href="https://en.wikipedia.org/wiki/Nonlinear_system" target="_blank" rel="noopener noreferrer">nonlinearity</a>, <a href="https://en.wikipedia.org/wiki/Emergence" target="_blank" rel="noopener noreferrer">emergence</a>, <a href="https://en.wikipedia.org/wiki/Spontaneous_order" target="_blank" rel="noopener noreferrer">spontaneous order</a>, <a href="https://en.wikipedia.org/wiki/Complex_adaptive_system" target="_blank" rel="noopener noreferrer">adaptation</a>, and <a href="https://en.wikipedia.org/wiki/Feedback" target="_blank" rel="noopener noreferrer">feedback loops</a>, among others. Because such systems appear in a wide variety of fields, the commonalities among them have become the topic of their independent area of research. In many cases, it is useful to represent such a system as a network where the nodes represent the components and links to their interactions.</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="realityis架构哲学">RealityIS架构哲学<a href="#realityis架构哲学" class="hash-link" aria-label="RealityIS架构哲学的直接链接" title="RealityIS架构哲学的直接链接">​</a></h2><p>RealityIS的整个架构设计经历了整整一年多的时间，可以参看另一篇文档记录了整个思考过程。整个过程其实是一个非常复杂的思考过程，一开始只有部分残缺的思想，不断在细节和总体之间不断来回切换，慢慢构筑起更完整的体系（我会用一篇博文介绍整个思考的过程）。所以当回来再来看整个架构时，我们必须要形成清晰而简洁的方法论甚至哲学思想。这不仅有助于后来者更好地理解它，而不需要陷入很多细节，同时这也尤其是这样一个面向未来的技术架构具有学习和研究价值的地方。</p><p>定义：</p><p><strong>RealityIS是一个以互操作性为核心目标的分布式系统和架构，它的愿景是构造一个无边的数字世界，使得任何人都可以向这个系统动态添加新的子程序，这些子程序可以和其它子程序任意交互，这个系统可以像生物系统一样自我进化，从而通过复杂系统的机制涌现出更加智能、丰富和个性化的数字世界体验</strong>。</p><p>RealityIS通过以下两种理论依据来构筑上述的目标，也即是它的架构哲学：</p><ul><li><strong>它是区块链去中心化思想的一般化，它将区块链的数字类型延升为通用数据类型，然后通过动态类型系统使得所有虚拟机和程序都可以访问用户任意数据，最后通过数据与功能分离使得这种访问能够被用户授权精确控制</strong>。</li><li><strong>它以复杂系统为理论基础来构筑整个计算框架，用户开发的程序以小粒度的组件为单位，组件之间的交互不需要全局的中央控制，而是通过类型系统实现局部的自动交互，系统内的组件可以任意动态组合</strong>。</li></ul><p>在上述的哲学思想中，去中心化的思想定义了外在结构，而复杂系统的理论定义了内在结构，我们将在后面的内容中详细分析。</p><p>从前面的定义可以看出RealityIS的两个主要目标是：</p><ul><li>互操作性</li><li>自我进化</li></ul><p>这两个目标的目标则是为了进一步实现更彻底更丰富的数字化，使之真正成为一种人人参与的数字经济。这两个目标也是RealityIS能够区分过去的各种软件或分布式系统，完全的互操作性是数字经济的基础，有了这个基础，更多的数字内容才可以更好地协作，从而产生经济行为。而自我进化则意味着，当我们由现在这种固定功能的软件走向更加动态、丰富的数字世界，这种复杂的交互必须要涌现出新的更高的数字智能，这种智能要超过传统单一软件的功能。</p><p>为了实现这两个目标，我们以区块链和复杂系统两个比较完善的理念作为理论基础。尽管区块链并不是专为互操作性而设计的，但从下一节的分析可以看出，我们可以从区块链的一些思想中延升出一种一般化的互操作思想，同时又兼具去中心的能力。而复杂系统的原理和方法论则为这种动态的大规模程序的组织和功能涌现提供了比较稳固的理论指导。</p><p>从上面的定义也可以看出另一个重要的方面，即尽管RealityIS涉及软件构造方法，但我们并没有涉及较低层的编译和编程语言层面。当然后面会分析，ReallityIS也绝不单纯是一个软件架构，它也涉及到对编译过程和编程语言一些思想的重新解读，以及将来也涉及对编译器和编程语言的某些改造，但是这种改造主要是结构性的，或者说不会对传统编程语言和编译器的核心部分进行修改。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="建立互操作数据抽象">建立互操作数据抽象<a href="#建立互操作数据抽象" class="hash-link" aria-label="建立互操作数据抽象的直接链接" title="建立互操作数据抽象的直接链接">​</a></h3><p>区块链是一个分布式系统，尽管这种系统出现的目标并不是为了解决一般软件开发中的互操作性问题，它也不是为解决传统分布式计算问题而设计的分布式软件架构。但通过洞察它的一些特性，结合互操作性的一些技术需求和特征，我们则可以得到不同的启示。这种启示可以说是RealityIS最核心的部分。</p><p>本节我们将从不同的角度来解读区块链系统，以及怎样从这种解读中发现建立互操作系统的方案。</p><p>我们可以认为区块链系统有三个技术特征，或者说可以从这三个方面来解读区块链系统：</p><ul><li>类型</li><li>数据</li><li>安全</li></ul><p>需要注意的是，这三个层面关注的并不是区块链核心的共识机制的部分，而是它作为一个软件架构的层面。同时这里尽管我们也会涉及去中心化的思想，但是这也并不是指区块链中使用分布式账本存储的去中心化方式，我们考虑的去中心化是指通过一种将软件功能和用户数据隔离的应用程序构建机制，使得应用开发商不再具有掌控用户数据的能力，从而也是一种去中心化的概念。但是这种去中心化依然需要借助某种方式的中心化计算，不过在这种架构下用户对数据具有更透明的控制。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="区块链的软件构造视角">区块链的软件构造视角<a href="#区块链的软件构造视角" class="hash-link" aria-label="区块链的软件构造视角的直接链接" title="区块链的软件构造视角的直接链接">​</a></h4><p>如果我们从区块链分布式系统中的任一节点去看，这个节点可以看作一个简单的虚拟机，这个虚拟机每次计算执行一个非常简单的程序，即对某两个账户执行价值交易。我们这里不考虑这个价值交易的算法本身，仅把它当作一个程序，然后思考为了支持这个程序的开发和运行，区块链上的虚拟机应该具备什么功能？</p><p>我们知道传统的虚拟机的核心机制实际上就是一个具有某种语法的编程语言的解释器，然后使用这种语法编程的程序源代码作为输入，虚拟机对源代码进行解释并执行，这种编程语言的语法通常支持现代比较高级的一些语法，例如Lua，Python，Java等编程语言都支持这种虚拟机的执行方式。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/blockchain-arch-c72c8ca8783cae0fd6ad9a15fcc470c7.svg" width="626" height="258" class="img_ev3q"></p><p>尽管不是很容易理解，但我们可以把一个程序的结构看成是这样的抽象：即程序由数据、类型和代码组成，如上图（a）所示，当然这里的数据主要是作为程序输入的数据，而不是指代码内部也可以产生的很多的内部数据结构及内存存储，那么这里的类型自然也是指这种外部输入的数据结构的类型。一般的程序，其数据和类型都是定义和存储在程序内部的，用户只是在使用其中的功能。</p><p>从这个角度看，我们可以把区块链的账本看成数据，然后账本对应的类型是float类型，对应的代码则是区块链虚拟机执行的共识算法。</p><p>但比较隐晦的地方在于，float是一个非常简单的数据类型，并且区块链只处理这种简单的外部输入数据，所以它看起来并不包含一个类型定义。如果我们把这个复杂度延升一下，即如果区块链能处理任意类型的数据，那么就必须要定义类型结构，然后虚拟机以某种方式按照类型定义进行解析。这其实就是传统的虚拟机机制，即输入虚拟机的源代码中包含对于处理的任何数据的类型定义。比如以太坊的智能合约就是比区块链更复杂的脚本语言，它就可以包含更复杂的类型定义。</p><p>但是我们这里却不想这么做，因为我们看到了区块链的另一个不同寻常的特性，也就是它的去中心化特性的来源，即它的数据（即账本）存储在一个独立于程序（虚拟机上的共识算法程序）的地方，即数据和程序是解耦的。所以这驱使我们想要进一步弄清楚它的独特的程序组织背后的思想。</p><p>如果只是想要单纯地把数据与程序代码分离，直接把数据存储到外部并不是一个好的方法，这里面有几个问题：</p><ul><li>程序内部仍然会定义解析的数据类型，所以不利于虚拟机扩展处理任意动态的类型</li><li>存储在外部的数据只是一个单纯的数据，它们并没有多少语义的信息，所以用户既不知道怎么管理它们，也无法理解它们。想想理论上我们任何应用的用户都可以打开存储在应用内部文件夹中Sqlite的数据库，但是哪些数据可能对用户并无太大意义。</li></ul><p>用户对数据最通常的管理是授权，保证只有经过用户许可的软件才可以访问这些数据。所以仔细思考区块链系统背后的思想：<strong>即区块链可以做到对数据的授权管理</strong>，尽管区块链的数据也是存储在独立于程序的地方，但是它可以做到对数据的权限管理，尽管这需要共识机制协作来保证，但从程序的机制来看，我们可以理解为这种使对数据的权限管理变得可能的原因在于：</p><p><strong>用户了解数据的意义，然后在交易的时候用户将这个语义传达给虚拟机，虚拟机按照用户指定的意义及权限机制对数据进行处理。</strong>这个意义某种程度上就是类型，用户对一个“类型+数据”进行授权，类型在这里升华为某种语义信息或者意义，因为我们在日常生活中所作的事情，其实大多数都是对某类事情进行处理，而这个类型在我们生活中就是包含特定意义的事物，这些事物我们都可以通过名字或类型来区分，类型充当了代表一件事物的语义。</p><p>所以当用户在看待自己链上的一个账本数据时，这个数据不光只是一个数值，同时也代表了账本这个类型，只不过由于区块链的虚拟机仅处理这一种数据类型，所以这个类型被隐式表述了，即使没有任何地方定义这个类型，区块链虚拟机也总是能够正确解析这个数据。并且当用户通过给出密钥进行授权计算的时候，TA表达的就是对账本这个类型的数据进行授权。</p><p>所以要想把区块链上述这种程序视角的意义扩展到一般程序，即让任何程序的数据都可以独立于程序的代码而存储，并且用户可以对数据进行授权管理，那么我们可以从一下三个方面对区块链进行扩展：</p><ul><li>将单一的float类型扩展为一套动态类型系统</li><li>将数据按类型存储在独立于程序代码的地方</li><li>虚拟机在运行时配合用户的权限设置对数据进行访问</li></ul><p>一下我们分别深入分析这三个方面的扩展涉及到的一些思考和逻辑。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="类型">类型<a href="#类型" class="hash-link" aria-label="类型的直接链接" title="类型的直接链接">​</a></h5><p>程序要对数据进行处理，当然必须要知道正确的数据类型，即知道数据内部的每个字节表示什么含义。通常外部传入一个json字符串，然后程序内部首先会定义一个对应的数据结构类型，然后有一个解析函数对json字符串进行解析并将之转化为内部数据结构的一个对象。如下图（a）所示：</p><p><img loading="lazy" alt="image-20230901145523283" src="/zh/assets/images/blockchain-type-e83e36addf9af478db6523d6c5ef33cf.svg" width="833" height="259" class="img_ev3q"></p><p>但如前面的分析所知，这里会带来两个问题：</p><ul><li>用户数据管理和授权的问题</li><li>程序根据用户授权进行安全控制</li></ul><p>由于解析器在程序内部，所以数据对于用户而言仅仅是一些字节，如果有非常多的数据，用户根本不知道哪些数据是对应什么意义，即使用户可以自己去根据文本内容自行判断，甚至给这些文本数据加上一些标签或名字，但是这不仅会增强用户对数据的管理复杂度，而且这种分类行为或结果与实际的数据意义可能还是不一致的。<strong>因此，用户无法针对数据进行授权管理</strong>。</p><p>对于第二个问题，由于解析器处于程序内部，那么就无法保证程序会遵照用户的授权结果进行处理。首先同样因为上面无法对数据进行授权的原因，也不存在一个外部程序可以确保数据会按照用户的旨意被某个程序处理，因为谁都不知道这个数据的意义的什么，这种情况下只有将数据传递到程序内部，由程序内部的解析器去做类型解析和分析才知道数据的意义，也就是说只有程序才知道数据的意义，但是这个时候数据已经被传递给程序了。<strong>因此，系统也无法根据用户的授权旨意将数据分配给合法的程序</strong>。</p><p>上述的分析要求，数据的形式及其定义应该在一起被管理，也就类型的定义应该处于程序之外，这样不仅用户能够知道数据的意义，从而能够正确地做出权限控制，而且系统可以借助类型系统以及用户的授权组织数据被传入未经授权的程序。即如上图（b）中所示。这就要求类型系统是独立于程序的。</p><p>这是一种非常有启发意义的视角，我们单纯去看区块链系统，很难得出这样的思维，但是其实仔细分析也是合理的。我们可以认为区块链其实包含了一个公共的类型系统，只不过这个类型系统只是包含数值类型，也至于我们甚至不需要去定义这个类型系统，这样导致人们对它的类型系统可能没有感知；然后区块链类型系统的解析器是位于虚拟机上的，即由系统控制，系统在对数据按照用户的授权执行权限控制，最后获得授权的请求才会执行最终的交易计算，我们可以认为交易才是真正的客户程序，而交易之前的类型系统和授权计算是属于平台虚拟机部分，这部分客户程序是无法控制的。</p><p><img loading="lazy" alt="image-20230901145523283" src="/zh/assets/images/blockchain-vm-0d10932a64ab86e550d66ef7b7649453.svg" width="833" height="248" class="img_ev3q"></p><p>最终我们看整个类型系统的架构，它类似于上图所示，这里客户程序（program）仅仅是包含代码，数据被存储在其它地方，用户可以离线对数据进行授权，指定哪些程序可以访问哪些类型的数据。然后运行时这些数据被首先加载的虚拟机VM，虚拟机首先根据类型信息对数据的权限进行判断，如果这个程序被授权，则调用解析器帮助程序解析格式，并最终将程序放入到某个约定的内存地址，最后程序从这个内存地址取值进行计算。</p><p>当然实际整个类型系统的工作机制还涉及很多内容，我们在后面架构设计一节将详细介绍。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="数据">数据<a href="#数据" class="hash-link" aria-label="数据的直接链接" title="数据的直接链接">​</a></h5><p>区块链的另一个特点是数据的存储是未受保护的，甚至是明文的，任何程序都可以获取用户的账本信息。这跟传统的应用程序架构思想也是截然不同的，传统的应用架构就是为了保护用户数据而将数据完全隔离，甚至加密以防止其它程序触碰到数据，但是它们通常在内部则不做太多安全检查，假设对数据的访问都是合法的；而区块链的哲学却不一样，它认为数据的存储不重要，重要的是数据的所有权，所以它的核心是在运行时做授权检查。当然这里只是一种架构上的类比，区块链公开明文数据的机制也是由于其核心的共识机制决定的。</p><p><img loading="lazy" alt="image-20230901145523283" src="/zh/assets/images/blockchain-data-b854bc6e3bcc546c474c1bf450d283f3.svg" width="816" height="218" class="img_ev3q"></p><p>如上图（a）所示，传统的程序将数据隔离起来，以防止其它程序访问，这种隔离机制往往是在编程模型之外的机制，由操系统来提供，因此程序不需要担心数据的安全性。例如常见至少有三种数据保护机制：</p><ul><li><strong>文件系统和应用程序沙盒环境</strong>，在现代移动操作系统中，每个应用往往都分配有独立的数据存储空间，应用程序可以将其运行过程中产生的数据存放至这里。像iOS操作系统则会为这个程序的空间创造一个沙盒环境，使得只有所属的应用程序才能访问这个环境中的一切数据。</li><li><strong>操作系统内存隔离</strong>，当一个应用程序启动后，尽管理论上所有的应用程序都是共享计算机硬件的内存，但是现代操作系统及硬件提供了很多隔离机制，使得每个程序被分配一块内存的区域，并且不管其程序代码中访问的内存地址指向何处，都不可能访问到程序之外的隔离区域。我们将在后面讨论这些机制。</li><li><strong>虚拟机沙盒环境</strong>，像Java、Web Assembly、.NET CLR等现代虚拟机环境，它们往往提供一种多种编程语言的程序互操作的能力，尽管保护力度和性能不一样，它们还或多或少提供了一些在同一个应用内部隔离不同子程序的能力。这种情况下，因为整个虚拟机及运行在其上面的所有的程序都是在一个内存环境中，所以操作系统的内存隔离无法提供保护，虚拟机往往需要模拟操作系统的某些机制来实现应用内的内存隔离。这种情况下，对于虚拟机上的每个子程序来讲，虚拟机环境本身有点类似于操作系统的概念了。</li></ul><p>从上面的分析可以看出，过去几十年计算机软件构造的发展历史，逐渐形成这种操作系统与编程模型的分工协作，也是一种硬件上的抽象，在这种抽象模型中，硬件或操作系统只需要提供如文件或内存级别的安全访问机制，而不需要关注应用实际的数据和数据结构，就可以保证数据安全；而对于应用程序，由于硬件或操作系统已经保证了数据不会被其它程序非法访问，那么整个编程模型涉及的机制只需要考虑应用业务逻辑的构造，而不需要考虑数据的访问安全，并且现代编程模型基本上都基于一个假设：即代码可以访问该应用程序内的任何资源，只要它能获取到相应的内存地址，例如在C++代码中，一个指针可以指向和访问任意应用程序内部的内存地址，即使是那些不能使用指针的脚本编程语言，它们的核心也主要是在帮助简化内存管理，而不是阻止对应用程序内任意数据的访问，例如一个对象的引用你可以传递给任何变量从而被使用。</p><p>过去几十年，这一套机制运转良好，也体现出这种抽象带来的高效率。但是这种抽象只考虑一个程序及其程序的执行，而没有考虑程序内部数据对于用户的意义。在传统的软件中，软件主要是作为一种单一的功能使用，这种功能很少涉及需要跟外部交互，它们整体在内部是自洽的，如果用户需要另一个功能，TA就去打开使用另一个软件就好。</p><p>然而近几年随着Web 3.0、元宇宙和多智能体类应用的出现，这些应用越来越凸显出相互交互和协作的特性和需求，这跟我们传统的应用构成模型是相悖的，数据隔离就失去了互操作性，尽管我们可以通过一些机制去提供一些接口让其它应用进行互操作，但是这些机制架构通常都很复杂、不可扩展、效率低下。</p><p>因此，或许我们应该像区块链系统一样，建立一层数据抽象。它可以带来天生的互操作性，同时后面我们将看到，这样的架构调整还可以带来很多新的计算特性。但是首先来看将数据与应用程序分离之后怎样保证数据的安全。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="安全">安全<a href="#安全" class="hash-link" aria-label="安全的直接链接" title="安全的直接链接">​</a></h5><p>将数据存储在应用程序之外的地方，就失去了硬件和操作系统的保护，那么平台或者应用程序就必须额外提供保护机制。这方面我们也可以从区块链系统得到一些启示，再结合传统软件架构技术的一些发展，找到一个合适的技术方向。</p><p>不考虑分布式环境，仅考虑单个虚拟机，我们可以认为区块链计算的过程如下：首先虚拟机从外部环境中获取到用户账本，然后基于用户授权执行验证计算，验证通过则执行具体的交易，我们可以把这三部分分别看作数据、虚拟机和应用程序，如下图（b）所示：</p><p><img loading="lazy" alt="image-20230901145523283" src="/zh/assets/images/blockchain-data-b854bc6e3bcc546c474c1bf450d283f3.svg" width="816" height="218" class="img_ev3q"></p><p>首先数据存储在应用程序的外部，从前面数据部分的分析也可以看出，所以在程序运行的时候就涉及到一个数据的传输过程。关于网络传输的安全性，我们已经有了很多年的软件工程实践，这块并不会带来很大的问题。而实际上，比如在移动端这种情况下，用户的数据大部分是存储在本地的，这并不需要经过网络传输，实际上整个系统只有需要与其它用户进行交互的数据才会进行网络传输。</p><p>当数据到达本地虚拟机时，虚拟机首先执行权限计算，然后再决定一个应用程序是否可以获取这个数据以执行某种计算。这里由于虚拟机已知用户的数据类型，所以它能够对数据进行授权管理，用户可以很简单地对每种语义数据对每个应用程序进行授权，只有相应类型被授权的应用才可以访问到对应类型的数据。所以这里虚拟机完全可以执行整个授权计算。</p><p>随后，被授权的应用最终可以获取到数据执行某个逻辑计算。尽管数据需要执行权限计算，但是应用程序对这种计算并无感知，它还是像传统应用程序一样进行开发，例如它声明需要访问某个数据，如果这个数据没有被授权，它根本就不会被调用执行；如果数据被合法授权，则它的计算过程跟传统的计算是一样的。整个授权的行为对应用程序是透明的。</p><p>这种数据及其安全的抽象，使得应用程序的开发还是利用完整的传统应用开发流程，保证对开发者流程和习惯的影响带来新的学习成本和思维模式转变。而这里的虚拟机则仅有平台进行开发即可。</p><p>对于虚拟机的安全部分，传统的一些虚拟机技术如Java、Web Assembly等已经有了很多的实践可以借鉴。本文后面也会提出一些新的调整思路，以解决一些新的问题和新的思考。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="数据抽象带来互操作性">数据抽象带来互操作性<a href="#数据抽象带来互操作性" class="hash-link" aria-label="数据抽象带来互操作性的直接链接" title="数据抽象带来互操作性的直接链接">​</a></h4><p>Reality World显然不是一个区块链的架构，比如我们每个应用的主体逻辑计算主要还是在单机上计算，就像传统的应用程序一样，但是它从区块链背后的技术体系中提取中了一种很有价值的思想。这种思想来源于区块链核心的共识机制，即它需要在一个分布式系统中的所有虚拟机上执行相同的计算来达成共识，这就要求虚拟机上每次计算的输入数据，即执行交易的两个用户的账本数据，首先必须对每个虚拟机是公开的，这样它们才能顺利地获取到数据，也即是可以互操作。这是一个非常智慧和巧妙的思想，任何尝试像传统软件架构那样把数据放在一个受保护的地方，然后通过定义API等等方式提供访问都会带来巨大的软件架构上的复杂性，比如你的编解码方式、传输内容的格式都需要两边进行很多配合，带来很多的碎片化。同时，数据的解码一定不能在客户应用程序内发生，这样客户程序就始终会拿到数据，进行不可能预期的操作，解码操作必须发生在平台。如果解码操作发生在平台，我们就不需要设置复杂的数据保护措施，因为这些数据的存储以及解码的过程，启示就发生在平台内部，对客户应用程序是不可见的。</p><p>数据可能不重要，所有权才是最重要的，这是区块链思想对于传统应用架构的不同视角，它带来了新的应用形态和体验，与之同时也带来了新的软件架构思想。</p><p>尽管区块链并没有很强调互操作性，因为它的格式和系统足够简单，但我们尝试把这种思想往通用计算上去思考的时候，它就会演变成互操作性的概念，想想你在区块链的虚拟机上怎样解析用户的另一个非账本的复杂数据结构？</p><p>这种从互操作性的角度去思考区块链，以及从中得到对软件架构的启示，它为未来的数字世界软件架构带来了全新的世界和可能性。它甚至打破了传统软件架构几十年发展的思维，未来的数字世界会因为互操作性呈现完全不能的能力和形态。从后面的内容会无处不在地看到这种互操作性带来的各种新的可能性。</p><p>更重要的是，我认为这是未来实现更加智能数字世界的基础，即数字进化。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="基于复杂系统的计算架构">基于复杂系统的计算架构<a href="#基于复杂系统的计算架构" class="hash-link" aria-label="基于复杂系统的计算架构的直接链接" title="基于复杂系统的计算架构的直接链接">​</a></h3><p>前面我们讨论了在一个多应用程序环境中，应用程序之间的互操作思想和机制，即系统架构的外在结构。本节我们关注的内容是系统内部逻辑的组织方式，即内在结构。</p><p>我们关注两个视角，这两个视角都来源于复杂系统理论：</p><ul><li>首先是大规模复杂系统内部的交互和逻辑组织问题</li><li>其次是怎样通过复杂系统的涌现机制产生更加智能的数字世界</li></ul><p>这两个视角将会让我们重新去审视过去几十年来形成的软件架构及其编程模型的思想，我们将通过把复杂系统的一些理论和思想引入到软件架构中，从而形成一套开发具有复杂交互的软件架构方法和逻辑，更重要的是，这种新的视角可能有助于未来我们开发出更智能、更丰富的、更复杂的数字世界体验。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="游戏的复杂系统视角">游戏的复杂系统视角<a href="#游戏的复杂系统视角" class="hash-link" aria-label="游戏的复杂系统视角的直接链接" title="游戏的复杂系统视角的直接链接">​</a></h4><p>上一节我们分析了，现代软件开发的其中一个基本的假设是程序所有的数据和代码都是受程序开发者控制的，这带来了中心化的软件治理模式，进而形成中心化的数字生态。中心化有效率的优势，去中心化有数据安全的优势，我们则从两者中做出一些架构调整形成一套集两种优势的架构。</p><p>本节我们将分析传统软件架构的另一个机制的缺陷及其带来的影响。</p><p>在现代的编程模型中，不管编程语言本身对硬件的抽象度如何，整个程序最后要被硬件执行，都会被编译或解释成这样一个机器码或字节码的字符指令集合，这些指令一般由操作符和操作数组成，操作符是其计算平台支持的计算类型，而操作数大部分是涉及到硬件的地址的，一个程序通常包含三类地址：</p><ul><li>寄存器</li><li>内存地址</li><li>程序机器码中的代码地址</li></ul><p>这其中寄存器地址大部分是由编译器来分配的，而内存地址和代码地址则是和程序的结构有一定的关系。其中内存地址通常是我们程序在运行过程中创建的数据对象在内存中的地址，然后其它一些需要访问这个对象的指令通常就需要指向这些对象的地址；而代码地址则通常跟方法调用有关，我们编写的代码最后会被编译为一个机器码格式的数据表述，程序运行启动时则会首先将这些代码数据加载到一片固定的内存地址，后续所有代码的执行实际上都是需要首先从这里获取代码指令的数据，然后根据指令的定义执行计算，然而实际代码的执行并不是完全按顺序执行的，我们的逻辑中充满很多控制流，例如一个函数需要调用另一个函数，这个时候就需要首先将指令的指针指向另一个函数的地址，并在指向完毕之后跳转回原来的位置。所以我们的程序代码中还需要根据逻辑控制流将这种代码地址编码在指令的操作数中。我们将在后续的技术架构部分更详细的讨论这个过程。</p><p>尽管上述的过程一般主要是由编译器、链接器和加载器来协同完成，但是从本质上来说，一句代码要访问那个对象的内存地址，以及下一个语句要跳转到哪一条语句，这其实是应用的逻辑规则，因此这些逻辑定义是由程序员来定义的，编译器只不过是根据编程语言的语法描述，将这种程序员在编程语言级别的定义，转化为机器级别的定义。</p><p>按照传统的软件架构方法实践，这里就会出现两种问题：</p><ul><li>一旦某句代码访问指向了某个对象地址，这个行为就不容易修改</li><li>一旦某个跳转语句指向了某个函数的地址，这个逻辑流程就不容易调整</li></ul><p>尽管我们有很多软件架构实践来部分缓解上述两种情况带来的问题，但通常都没有理想的方案。这造成的一个主要结果就是，我们的程序一旦开发编译完成，其行为就不容易动态调整或修改，一旦进行修改，则需要重新进行编译发布，并要求用户重新更新整个程序。</p><p>上述技术层面的因素反映到用户体验或者软件形态层面，就是当前的软件形态大部分都是一种固定的形态，每个软件的功能和结构基本上都是固定的。与软件的数据和代码耦合在一起导致软件失去互操作性类似，软件中数据的地址与软件结构的耦合使软件失去了动态性。关于软件的动态性有两个方面的意义，下一节我们回讨论动态性对于智能进化的意义，本节我们先讨论动态性对于软件逻辑构造的意义。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="复杂系统结构">复杂系统结构<a href="#复杂系统结构" class="hash-link" aria-label="复杂系统结构的直接链接" title="复杂系统结构的直接链接">​</a></h5><p>如果一个软件的业务逻辑是相对比较确定且简单的，那么我们传统的软件开发模式是可以很好地工作的，比如看看我们现在手机上大部分应用，每个应用内部的功能相对还是比较简单的，尽管有比如高并发等类的软件架构问题，但这类问题跟复杂度本身没有太大关系，更多是技术架构的问题。这类应用的特征是其业务逻辑的复杂度基本在人脑能够理解的复杂度范围之类，内部开发人员通常不需要太复杂的推理和思考就能够理解软件内部业务的流程、逻辑等等。</p><p>我们看另一个类型的应用：即游戏，则不一样。我们在后面还会分析很多游戏架构的特征，但是这里先重点关注其中一个特征，即它的业务逻辑的复杂度。总体上它的复杂度相较于传统的应用有两个特点：</p><ul><li>它由非常多的逻辑关系没有那么清晰的子系统组成</li><li>这些子系统之间的交互呈现高度的动态性和局部性</li></ul><p>在这种情况下，我们几乎很难像传统的软件那样进行编程，它没有比较明确固定的逻辑说什么流程之后就会执行另外一个流程，它更多是根据很多来源不同的条件来决定执行什么流程；它也不能将指针指向某些固定的内存地址，它有很多不同不同的对象实例需要执行相同的逻辑。总之这种软件的复杂度是非常高的，我们通常无法很直观地用大脑去思考它内部的交互逻辑。</p><p>具有这样特征的系统通常称为复杂系统，实际上关于游戏设计的理论，大部分都是基于复杂系统的思维来思考的。前面我们已经介绍过复杂系统相关的基本概念，我们可以从两个维度去理解它：</p><ul><li>内在结构，内在结构通常侧重在描述构建一个复杂系统的架构思维，比如它们的子系统的交互机制是怎样，整个系统是怎么组织的。</li><li>外在特征，外在特征更关注的是观察一个复杂系统，它会呈现出什么特征，这方面通常是设计复杂系统的理论，因为一般的复杂系统理论更偏重寻找复杂系统的原理而不是关注它内部的结构。</li></ul><p>我们也从这两个方面来思考软件架构，首先讨论它的内在结构，后面再讨论它的外在特征。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="游戏中的组合架构">游戏中的组合架构<a href="#游戏中的组合架构" class="hash-link" aria-label="游戏中的组合架构的直接链接" title="游戏中的组合架构的直接链接">​</a></h5><p>为了解决程序逻辑中的动态性的问题，一般的游戏应用架构都选择使用非常不同于传统软件开发的架构，这些架构大部分都涉及用某种形式的组合来代替继承。这其中不光是由于继承带来的逻辑表达的复杂性，使用组合还可以更灵活地调整程序的结构和功能。</p><p>最简单的组合机制如下图（a）所示，对象A并不是由某个具体的类通过继承等方式来继承，而是通过把不同的组件组织在一起通过组合的形式来构建。这种组合方式通常不是编程语言的机制，而是使用类似一个配置表格来记录这种组合关系，然后程序运行的时候根据这个配置分配相应的组件对象地址，并在组合的对象中以某种形式记录这些地址，以方便可以快速地访问这些组件对象。</p><p><img loading="lazy" src="/zh/assets/images/decenterlized-interaction-f307d9701c5276c07aa28399a39bfed2.svg" width="833" height="248" class="img_ev3q"></p><p>组件对象本身的定义没有太多限定，一般简单的方式是每个组件包括自己的属性、状态和代码，另外一些更好的架构比如ECS则是将组件的数据和功能分开，这样方便组件之间的数据互操作。但不管怎样，对象内部的组件之间是需要通信的，对象和对象之间的某些组件或者属性之间也是需要通信的。如上图（b）所示。</p><p>一般简单常用的方法就是设置可以能够被全部对象访问的Manager类，这个类能够根据类型或者名字查询到其它组件或者对象的实例变量，例如伪代码：</p><div class="language-c++ codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-c++ codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">manager.getChild(&quot;A&quot;);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">manager.getComponent&lt;Attack&gt;();</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样的方式很灵活，它避免在我们的代码中到处去寻找每个对象或组件实例的位置和地址，简化为通过对象名称或者类型信息来获取对象。但是它的缺点是我们暴露了一个权限很高的访问入口给每个对象或组件，尽管对于游戏开发商内部来讲这没有问题，但是如果我们希望游戏程序能够提供给玩家一些自定义的选项，在这种情况下，玩家可以自行向程序注入一些动态的脚本程序来实现不同的玩法和目的，这种架构却是不可行的，而这也是元宇宙所描述的世界尝试构建的架构。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化的交互控制">去中心化的交互控制<a href="#去中心化的交互控制" class="hash-link" aria-label="去中心化的交互控制的直接链接" title="去中心化的交互控制的直接链接">​</a></h5><p>构建开放的程序架构不光涉及对其它资源的访问权限控制问题，还涉及到去中心化的子程序交互控制问题。</p><p>这是什么意思，由于系统的功能和状态都是完全动态的，因此我们无法预测一个组件执行时它需要的条件是否完全满足，在上述伪代码示例中，组件获取到的对象可能是不存在的，当然我们可以在每个组件内部做是否为空的判断，但是我们有没有一些更好的架构方法呢？</p><p>近几年改进出来的ECS架构可以找到一些启示。在例如<a href="https://docs.unity3d.com/Packages/com.unity.entities@1.0/manual/index.html" target="_blank" rel="noopener noreferrer">Unity DOTS</a>或<a href="https://bevyengine.org/learn/book/getting-started/ecs/" target="_blank" rel="noopener noreferrer">Bevy ECS</a>架构中，在这些ECS架构，组件的数据和功能被分离开来，分别对应Component和System，每个System对数据的使用，由上面那种自己需要通过全局共享的manager变量去查询获取，改变为通过一个query参数来声明对数据的需求，例如如下的System声明它需要使用Transform数据：</p><div class="language-rust codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-rust codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">fn print_position_system(query: Query&lt;&amp;Transform&gt;) {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    for transform in &amp;query {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        println!(&quot;position: {:?}&quot;, transform.translation);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这种Query形式的声明，借助Rust编译器对宏的一些强大支持，使得我们不需要写一些额外的查询语句，基于类型就可以获取到正确的对象变量，这种方式甚至比函数调用还要简单：都不需要我们手动传递函数参数，只需要声明类型就可以在运行时被自动赋予正确的函数变量。当然Unity使用的C#语言编译器的机制没有那么强大，但对应的思路是差不多的。</p><p>这种机制带来的意义是非常深远的，它不光简化了传统编程开发中，一个逻辑在执行时需要收集大量<a href="https://www.zhihu.com/question/26387327/answer/3158798538" target="_blank" rel="noopener noreferrer">复杂上下文</a>数据的流程，更深远的意义在于，通过分离数据的声明和数据的实际获取的过程，将数据的获取过程转交给系统，使得系统有机会去控制组件对数据获取的安全控制，同时又不会给客户程序的开发带来复杂度，甚至还大大简化了。</p><p>结合我们前面的区块链的思路，由于我们的数据的获取是没有做保护的，但是我们在这个数据获取到组件的使用之间，虚拟机会根据组件的类型声明执行安全检查，此时我们知道组件声明的类型，这个类型是虚拟机可以解析的，我们也已知道用户对于该组件对于该数据的授权情况，我们完全就可以在虚拟机层面非常简单地做出安全判定，如果我们还能够根据判定结果来执行函数功能，那么非法的组件完全就没有可能被执行，即使它看起来可以声明获取用户的任意数据，所有的数据所有权都在用户的精确控制之下。</p><p>这种机制也为我们带来去中心化的交互控制便利。由于复杂系统的子系统非常多，且整个系统是高度动态的：随时可以有任意的子系统因为某些原因被停止执行，也随时可能新增某些新功能的子系统，所以我们很难用全局的控制器去管理这些动态的组件之间的交互，实际上所有复杂系统的核心就是整个复杂系统没有中央的控制机制，所有子系统之间都是局部的交互，整体涌现出智能行为。</p><p>如果组件只是声明交互关系，没有与某个中央控制器或者全局的共享变量交互的机会，系统或平台就有机会根据类型等信息进行动态判断和规划，使得不满足条件的组件根本就不会被执行。这样在每个子系统看起来，整个系统并没有一个中央控制器，能够最大限度支持复杂系统的动态性。</p><p>这种简单对类型的声明，然后由系统来分配数据的架构，也支撑了我们最核心的互操作性特性。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="动态性">动态性<a href="#动态性" class="hash-link" aria-label="动态性的直接链接" title="动态性的直接链接">​</a></h5><p>游戏程序或者说一般的复杂系统，相对于传统的应用架构还有另一个特征，那就是信息是完全动态的。</p><p>在传统的应用中，软件主要充当的是一个功能计算器，它的功能大多数时候都是静止状态的，只有当用户发起某个事件，例如点通过鼠标或触摸屏点击某个UI元素，这个UI元素被程序定义为绑定到某个功能，一旦用户发出输入事件，对应的功能计算就会执行，然后程序会呈现相应的计算结果给用户。此后程序又进入静止状态直到用户的下次输入。这种模式可以描述为：输入--&gt;计算--&gt;输出，如下图（1）所示。</p><p><img loading="lazy" src="/zh/assets/images/dynamic-system-49db8c8dec701899ab4e14129dd87873.svg" width="765" height="148" class="img_ev3q"></p><p>而游戏并不简单的这种模式，游戏世界的一切都是动态的，它背后有一个循环驱动着整个系统持续在运行，即使用户不做任何输入，它的状态也在时时刻刻发生变化，例如大部分游戏的关卡都有时间限制，即使玩家什么也不做，游戏也会以失败结束；例如在一个RPG游戏中，即使玩家站着不动，周围的怪物也有可能走过来攻击玩家，导致一连串的后果。</p><p>游戏程序就像内部有一个驱动器，它持续驱动着所有系统的运行，这些系统与系统之间的交互会导致很多状态变化，这些变化的状态信息源源不断地输入给玩家，如上图（b）所示。</p><p>这种行为也是更接近真实世界行为的，在真实世界中，不管是生物系统还是人工影响的如经济系统等，环境时时刻刻在发生变化，整个世界的信息绝不仅仅是我们自己去影响的，事实上更是反过来我们的行为都是受环境的信息影响的，我们所作的任何决策都要实时去观察环境的信息，有些上一刻看起来还理所当然的决策，在下一刻随着某些环境发生变化就变得毫无意义。</p><p>这样的信息系统特征与我们的传统应用程序相比，表现出两个在计算上完全不一样的特征，即：</p><ul><li>系统之间的交互是完全被动式的</li><li>软件给用户呈现的是一个动态的信息世界</li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="被动式计算架构">被动式计算架构<a href="#被动式计算架构" class="hash-link" aria-label="被动式计算架构的直接链接" title="被动式计算架构的直接链接">​</a></h6><p>当一个信息系统的交互控制是去中心化的时候，子系统之间的交互看起来都是“自发的”，没有谁来驱动，这样的机制怎么执行的，我们将在后面讨论整个复杂系统的机制，这里我们先来看看这种行为对编程有什么影响。</p><p>传统的编程模式都可以称作为主动式，大部分的代码流程可以总结为：用户输入-》决策判断-》执行动作，这里的决策判断是程序中最复杂的部分，因为它涉及到很多上下文信息的组织和查询，关于上下文的理解知乎<a href="https://www.zhihu.com/question/26387327/answer/3158798538" target="_blank" rel="noopener noreferrer">有一篇</a>很精彩的描述。在传统的软件架构中，我们一般都会有很多不同的模式和经验来实现这种上下文管理，但是这里我们在复杂系统的视角下，却会提出另一种可能是更好的方法。</p><p>一般的决策判断流程大概是这样，当对应的代码接收到用户输入请求的时候，决策代码要做的事情就是去查询和收集上面讲到的这种上下文信息，以帮助做出决策判断，不考虑这些上下文内部是怎么组织的，我们可以把整个根据上下文进行决策判断的过程看做一个函数makingDecision()，makingDecision要做的事情就是去调用大量预置的判断函数，根据各种逻辑条件，动态地计算出一个判断结果。这种计算架构带来了两种不好的结果：</p><ul><li>造成了模块之间的耦合，即所有子模块都需要引用或者了解哪些逻辑判断的代码</li><li>造成逻辑判断计算的重复执行，设想有两个独立的用户输入，其中的逻辑判断有80%是重合的，程序必须针对两个独立的输入进行这部分重复计算。</li></ul><p>看看我们现实世界的系统往往不是这么工作的，各种系统往往定义好自己的流程，每个流程会输入数据，后续流程往往以这种输出的实物数据作为它可以执行流程的判断条件，而不是当它需要执行的时候，发现前面的流程还没有执行，由下游的流程再去驱动上游的流程去执行。在这样的模式种，上游流程计算的数据结果不仅充当了一个条件，它更充当了上游的那个计算过程。</p><p>结合我们前面的互操作能力，即子系统在不经过某个中央控制模块的情况下，能够非常简单地访问所有数据的能力，我们可以把各种可能的决策计算提前计算为一个数据，这样下游的流程由于定义和数据依赖关系，系统可以在条件满足的时候自动调用它去执行自己的逻辑。整个过程中，决策判断和子系统完全解耦。</p><p>这样的架构调整将传统软件种的模式由主动式转变为被动式。</p><h6 class="anchor anchorWithStickyNavbar_LWe7" id="动态的信息世界">动态的信息世界<a href="#动态的信息世界" class="hash-link" aria-label="动态的信息世界的直接链接" title="动态的信息世界的直接链接">​</a></h6><p>传统的：输入-》计算-》反馈的计算模式，用户能够完全了解或者说“记住”一个软件的状体，用户知道自己做过什么，当前的软件状态是什么，用户也知道TA只要执行某个功能，就会带来什么可预期的结果。</p><p>尽管这样的方式有助于人们管理日常的任务和工作，但是这既不是真实世界的工作方式，同时所有事情都靠人去输入驱动，那么信息系统所能完成的事情的数量就会非常少，因为人的精力和注意力都是非常宝贵和有限的资源。而现实世界的信息系统总是在自发、动态发展的，即使我们某天什么事情也没有做，但是世界发生了很多的经济和生产行为，所以我们应该模拟真实世界的动态行为，<strong>使得数字世界的计算不以人的注意力为驱动基础</strong>，这样即使当我们的注意力不在软件和应用上，但是它们会在后天时时刻刻都进行着与用户相关或者指定的计算任务。</p><p>前面我们已经描述了实现这样的计算架构的机制，这里要强调的是这对用户体验带来的变化。传统的软件的信息状态都是跟用户的输入有关，因此即使不用打开软件，用户大致是知道里面的状态信息的。但是如果一个信息系统在后台动态运行，就会存在大量的信息状态是用户不知道的，它必须像观察这个动态的世界一样去观察软件内部的信息状态，当然这里的交互可以有很多形式。</p><p>游戏就是这样一个信息系统，游戏内部有许多子系统的运行都不是直接与用户的输入相关的，因此游戏的交互必须要很好地呈现比较完整的状态信息，比如相对于传统应用简洁的界面，游戏的界面通常会包含很多全局的数据信息，除了具体的数据信息，游戏场景的元素在视觉上通常也被设计为易于帮助用户去区分不同的场景状态，如下图《文明》这款游戏一个游戏画面。</p><p><img loading="lazy" src="/zh/assets/images/Civilization-7255faa2a66f9ab156613b9e0e185032.jpg" width="1366" height="768" class="img_ev3q"></p><p>在这种情况下，用户的下一个输入或者决策，就不能单纯凭借自己大脑种的记忆，而是需要观察整个系统的信息状态，这些状态可能会实时变化，甚至大部分变化都不是用户直接输入导致的结果，甚至某种程度上用户的操作更多是在响应信息世界的状态变化。</p><p>表面上这看起来是更复杂的，但是这样的信息系统能够处理的信息计算将会远远超过传统的信息计算，因此它能实现的信息计算的复杂度也更高，想想看一个游戏中涉及的那么多计算和逻辑，使用传统的应用模式几乎是无法实现的。</p><p>而且这种复杂度对于人类来讲，或许并没有那么复杂，人类在社会中天生就是被训练为适应变化的环境的，我们不断在观察街上的行人、红路灯及车辆情况，以决定下一步的行动策略；赛场上球员之间不断观察其它运行员动态的情况，以决定下一步行动；甚至在信息系统中，我们也要根据股票市场的变化，决定下一部分的投资决策等等。</p><p>所以这里更多的是设计和交互的问题，比如人的有些响应能力是天生的，比如对危险事物的察觉，有些则是需要定义一定的规则然后进行适当的训练的，比如开车时对环境的反映等等。这比如就要求我们要精心选择呈现信息的逻辑、模式、规则，而不是一股脑甚至随机选择大量杂乱无章的信息；比如一段时间内某些相关信息的规则和逻辑变化不能太大，因为这可能需要用户重新去建立对动态信息的响应模式。</p><p>在这种信息系统中，信息的呈现、规则和交互会变得很重要，但是相比于这样的复杂信息系统呈现的价值：<strong>注意力的释放以及实现更复杂计算的能力</strong>，以及人类对这种动态信息系统的适应能力，这样的转变完全是有价值的。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="进化产生数字智能">进化产生数字智能<a href="#进化产生数字智能" class="hash-link" aria-label="进化产生数字智能的直接链接" title="进化产生数字智能的直接链接">​</a></h4><p>前面我们从机制上讨论了很多思路，以实现一个可以多子系统互操作、靠子系统局部交互实现更复杂功能的数字世界。但我们花费了这么大的精力去重构软件开发的流程，以及让用户去学习新的信息系统交互方式，<strong>这样的代价到底值不值得？它有没有更深层次的价值体系来支撑这种技术变革？</strong>这些是本节要讨论的问题。</p><p>本节我们要讨论两个很深刻的问题，即数字智能和计算的本质，这些概念可能性驱动未来数字变革的核心价值。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="智能涌现">智能涌现<a href="#智能涌现" class="hash-link" aria-label="智能涌现的直接链接" title="智能涌现的直接链接">​</a></h5><p>前面我们已经简单介绍过复杂系统的一些基本知识，我们再来看一个每个人可能深有体会的例子。</p><p>考虑我们现在的整个网上消费购物的系统，它是由这样几个子系统构成的复杂系统，包括生产产品的厂商、物流快递、国家交通公共基础设施、电商网站、送货的快递员和用户等。这些子系统每一个单独看都比较简单，它们的功能有自己的边界，这些子系统之间的交互也相对比较简单，最重要的是，这一切没有一个公共、统一的中央控制器，整个系统都是由局部的子系统之间进行简单的相互交互，从而呈现整体系统功能的。</p><p>虽然每个子系统相对都比较简单且容易理解，但是整个系统实际表现出来的功能性是远远大于我们的预期的，例如最开始网上购物主要是以淘宝等少数电商网站为主，然后现在快递称为一种公共子系统，使得任意其它的电商网站都可以接入，这就使得人们购买物品这个体验大大升级，例如小到附近的餐厅、水果店和药店等都可以很方便的购买，甚至包括跑腿这种灵活的形式，从我们的体验上说这已经不单单是一个快递或者购物网站那么简单，它简直是一套非常智能的消费体系，因为几乎所有的电子消费形式它都可以实现，这种智能就是通过这些子系统构成的复杂系统涌现出来的。</p><p>除此之外，由于这些子系统之间的形式是相对比较独立的，所以子系统都在进行自我迭代，例如过去的物流体系主要是依赖火车，其运载的时效性是非常低的，随着现在交通子系统内部的迭代，例如火车升级为高铁和动车，大规模高速公路网的修建，其它的子系统甚至在没有变化的情况下就能享受到交通子系统的性能提升，最后导致整个消费的体验大幅提升。再比如说快递这个子系统，过去快递可能就是送到站需要用户自取，但是随着消费量的增加，快递公司为了改善体验，逐步增加了配送到家里的最后一公里，甚至在大城市通过分片区配备更多的快递员来缩短配送时间。所有这一切，每个子系统内部都在迭代和进化，最后整个系统的性能和能力都不断突破，子系统内部逐步的迭代改善不单单是提升了性能，它使得整个系统涌现出一些新的体验和能力。例如快递员的配送时间不能控制在很短的时间内，那么这种短时的外卖消费形式就不可能形成。</p><p>从这里我们就可以看到复杂系统的力量，它通过将整个系统划分为自治的子系统，并允许子系统内部进行进化迭代，从而涌现出更智能的功能。我们可以从人类社会的各个层面都看到这种复杂系统机制涌现智能的例子，从生物系统、到人造的各种系统，如上面描述的这种电子购物的系统，再到天气宇宙这种大自然的复杂系统。</p><p>尽管信息化以及计算机的通用计算能力具备表达和模拟人类一切可计算的逻辑的能力。然而在数字世界我们似乎还没有感受到这种由复杂系统机制导致的计算智能的能力，这主要是因为前面论述的现代软件构造的基础架构使得应用之间的互操作性很低，从而不利于实现相互交互来形成复杂系统。比如看看我们手机上的应用，几乎每个应用之间都是完全隔离的，尽管理论上用户的数据本身应该在不同应用之间可以共享，但是实际上一个应用很难使用或获取另一个应用产生的数据。这造成的结果就是，虽然现在的应用商店有成千上万的应用，每个用户也下载了非常多在功能和意义上具有相关性的应用，但是这些应用之间从不能真正进行交互，使得这种“多应用”的形态最终没有涌现出更复杂、更丰富、更智能的数字体验。每个应用本身就像一个完全独立的小功能，甚至应用之间由于数据格式的不同，即使是用户想要手动在应用之间形成这种协作，也无法操作，当然除了简单的图片、视频、文字等这几种标准的格式之间可以手动实现交互，其它更多的数据是没有通用格式的。</p><blockquote><p>说明：这里并不是说数字世界完全没有复杂系统产生，但这里本文说的主要是面向C端消费者的应用之间。其它的不同层度的互操作还是有的，但是由于传统软件构造架构的一些基本的能力限制，所以大部分这种互操作性的架构都发生在web之间，Web通过HTTP等协议提供了一些基本但相对比较复杂的互操作机制，大部分企业内部的业务之间都是基于网络传输协议来实现的微服务的形式构成的，这在某种程度上形成了一个复杂系统。此外，超链接URL使得互联网上的信息之间都可以连接起来，尽管它只是一个简单的链接，但是这些链接构成的信息背后的相关性构成了一些逻辑关系，使得它们也涌现出了智能，例如我们沿着这些链接可以寻找到很多很深层次有价值的信息，这些信息作为知识使得我们可以解决一些生活中的重大问题。</p></blockquote><p>所以从这个角度看，构建一套新的软件构造的方法，使得人们可以更方便地去构造复杂系统形式的信息系统，这将带来帧数的数字智能的变革，这将使得计算的能力远远超越一般的逻辑计算。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="计算的本质">计算的本质<a href="#计算的本质" class="hash-link" aria-label="计算的本质的直接链接" title="计算的本质的直接链接">​</a></h5><p>在计算机和信息领域，我们理解的计算通常是指按照一定的逻辑和流程执行一些操作，编程语言定义了我们描述逻辑的方式，我们的逻辑用这种编程语言进行描述并形成代码程序，最后在计算机上被执行以完成这个计算。</p><p>然而当我们构建了一个具有复杂系统特性的信息系统的时候，这些涌现的能力是我们“计算”出来的吗？从这个角度看，可能计算的本质并没有那么简单。</p><p>在生物学、数学、统计学、物理学等跟复杂系统相关的科学领域，科学家一直在尝试为复杂系统寻找一些数学上的理论，复杂系统的视角至少从上个世纪50年代就已经在科学研究者中间被广泛思考和接受，例如著名的人工智能先驱 <a href="https://en.wikipedia.org/wiki/Herbert_A._Simon" target="_blank" rel="noopener noreferrer">Herbert A. Simon</a> 就是最早对复杂系统的架构进行分析的科学家，在他的著作《<em><a href="https://en.wikipedia.org/wiki/The_Sciences_of_the_Artificial" target="_blank" rel="noopener noreferrer">The Sciences of the Artificial</a></em>》就大量使用复杂系统的视角来分析所有由人类参与的人工系统。他提出了一些构建这种系统的原则、方法和思维，比如通过目标、界面和环境的关系来描述人工系统，其中的界面其实就相当于子系统之间的边界，界面内部的就是内部功能，系统面对的外部环境就是其交互部分，而目标来源于进化论里面的选择。这些研究工作也为后来的复杂系统在工程上实施提供了许多宝贵的价值。</p><p>然而，最近几十年来，尽管随着生物学、物理、化学等学科的飞速发展给复杂系统的研究提供了很多依据，但是人们至今依然没有找到关于复杂系统的统一的数学理论。更多的研究者都偏向于复杂系统可能没有像其它自然科学一样具有比较明确的统一的数学理论。更多是从复杂系统的一些比较具有共性的一些特征去研究和使用复杂系统。</p><p>分子生物学John E Mayfield在他的著作《The Engine of Complexity: Evolution as Computation》中提出了一种关于复杂系统的解释，即将进化看作一种计算，这样计算就是所有复杂系统背后的引擎。这本书的 <a href="https://www.amazon.com/stores/author/B00DO8488U/about" target="_blank" rel="noopener noreferrer">作者介绍</a> 如下：</p><blockquote><p>From an early age John E Mayfield was fascinated with science of all kinds. This broad interest led to a BA in physics, a PhD in biophysics, and an academic career in the area of molecular biology. In the late 1990s he was introduced to evolutionary computer algorithms and became fascinated by the relationships between biological evolution and computer based evolution and more generally in the linkages between computation and biological process. The Engine of Complexity, Evolution as Computation is based on his consequent studies. The book shows how biological evolution is a special case of a more general computational notion of evolution, and how that general view of evolution explains not only how life is possible but also how human technology and most or all complex outcomes of human society are possible. It is his first book.</p></blockquote><p>John E Mayfield的主要研究方向是关于进化的一般性理论，他指出，传统的复杂系统之所以很难形成统一的数学理论，主要是因为系统之间交互关系是非线性的，而计算机的逻辑计算能力正是解决非线性关系的方法，且具有很强大表达能力，所以他发现将这两种视角结合在一起，用计算的观点就可以解释几乎所有复杂系统的机制。</p><p>作者指出，计算机程序是由能够导致计算机内部发生特定的状态序列并产生输出的命令组成。数据可以视为对外部世界某方面的表示，这样看来，计算就是将方法的表示（算法）作用于对世界某方面的表示（数据）产生内部表示（机器状态）的序列，并得到最终的表示（输出）。在计算机中，内部状态与输入状态互动产生新的内部状态，最终状态就是输出。</p><p>那么如果物理的过程也是计算，程序在哪？作者以如何解释一粒盐为例用计算的观点来解释化学反应，食盐是由钠和氯组成，当等量的钠原子和氯原子混合到一起，就会发生自发的反应，这个化学反应会释放热能量，每个钠原子失去一个电子，每个氯原子获得一个电子。根据库仑定律，带正电的钠离子和带负电的氯离子相互吸引，但不能距离太近，因为填充的能级（化学的轨道）不能相互渗透。当所有钠离子都被氯离子包围，氯离子也被钠离子包围，形成非常规则的3维结构，相抵触的规则时间就会达到最优平衡。能级的物理维度决定了例子之间的最优距离。钠离子和氯离子具有不同的大小，能平衡物理和几何不同需求的状态是一个规则的网格，每个氯离子周围有6个钠离子，每个钠离子周围也有6个氯离子。这个规则的立方体结构向各个方向延伸，从而形成我们所熟悉的盐晶。在适当的温度和浓度条件下钠离子和氯离子相遇就会自发形成这种结构。</p><p>在上述的过程中，涉及两个基本物理定律，一个是库仑定律，它说明电荷越接近，作用力就越大。但如果仅仅是这样，钠离子和氯离子就会挤碎在一起。而这一切没有发生是因为另一个量子力学中的被称为泡利不相容原理的规则。量子力学规则的一个特点是系统是按“能级”划分的，对于原子这意味着电子处于某个能级并且与质子的距离不能低于最低的能级。这种规则的结果是使得不同的能级只能占据一定数量的电子。</p><p>量子力学、库仑定律以及数字的相互作用赋予了每种化学元素独有的特征。John E Mayfield从计算的观点看，钠和氯原子各自带有自身表示的信息，当一定的条件发生时，它们会相互作用，发生相互作用的计算过程正是由基本的物理规则引起的，例如这里的库仑定律和量子力学规则，这些基础的物理规律编码了其中的计算算法。</p><p>按照这种视角，所有的进化系统或者复杂系统都可以用计算的观点进行解释。这种计算的视角对于我们构建软件计算架构最核心的意义在于，这种系统的计算是自动发生的，它没有某个中央控制器。在物理过程种，作者将物理规律在整个进化计算过程种充当的驱动自发计算的方式称为“免费的结构”，即我们自然界的所有基本的物理规则驱动着整个宇宙种复杂系统的计算。</p><p>回到我们的软件架构，我们已经具备了定义子系统以及让子系统之间进行互操作的能力，那么在没有中央控制器的情况下，怎样形成这种自发的子系统之间的交互呢？这就涉及我们的组件参数声明与全局变量之间的解耦，当我们的组件只是声明对某些数据感兴趣，而不需要自己去获取这些数据的地址的时候，借助我们的类型系统，系统就可以自动推导出它需要与哪些子系统进行交互，所以系统能够动态根据这种子系统之间的变化来决定这种交互东西，尽管系统在不还是有一个类似的分配器在工作，但是从组件或者子系统看来，这些子系统与其它子系统之间的交互是<strong>“自发的”</strong>，即：</p><ul><li>子系统只需要声明自己感兴趣的数据，就像原子声明了自己的表示。</li><li>只要条件满足，子系统之间就可以进行交互，这个条件在物理过程中是自发进行的，在我们的系统中它也是自发进行的，因为系统会根据多个子系统之间的条件进行判断，满足条件的子系统之间就会被执行计算。</li></ul><p>这里系统的调度充当了物理过程中那些物理定律对应的免费的结构，只不过我们不是像物理过程那样具有各式各样的物理定律来定义不同的结构，而是定义一个统一的规则，这个规则根据输入输出类型来计算交互的条件，而这些类型本身编码了各种各样的规则。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="进化的系统">进化的系统<a href="#进化的系统" class="hash-link" aria-label="进化的系统的直接链接" title="进化的系统的直接链接">​</a></h5><p>前面两节论述了复杂系统怎样通过多系统非线性和自发的的交互，来涌现整个系统的智能，以及我们的软件架构使用怎样的机制来支撑复杂系统的这种结构特征。</p><p><strong>然而一个复杂系统是怎么形成的，这是另一个非常深刻的话题</strong>。传统的一个软件都是由某个公司内部大量的研发团队通过数个月以及数个不同职能的团队的协作共同完成的，它们的一个被认为理所当然以至于我们一般都不会去思考的特征是：一旦开发商发布产品，则意味着整个软件产品的功能全部开放完毕，从外界用户感知来看，他们一下子就开发出了一个功能确定且完整的产品。</p><p>在上述这样传统的软件产品中，我们一般认为它的业务逻辑是相对容易被开发团队理解的，因为尽管业务细节都带有很多复杂性，但是一个团队研发的某个软件产品在整体逻辑上处于某个特定领域，有一些特定的逻辑，因此其复杂度基本上都是在可管理的范围之内。但如前面所述，如果一个复杂系统作为一个整体，它的复杂度是很难被人理解和管理的，那么我们应该怎样去开发一个你甚至都不能理解整体功能的复杂系统产品呢？</p><p>回到前面电子购物的复杂系统，它呈现三个特征：</p><ul><li>首先是每个子系统都是由独立的实体在开发及运行，这是复杂系统的基本特征；</li><li>其次是每个子系统内部都在独立迭代，例如交通子系统由火车到动车，由普通的公路到全国高速路网；物流公司由以前的长途配送，到增加最后一公里的送货上门，上门取件；</li><li>再次，整个系统中不断有新的子系统加入，这些可能是跟其它某些子系统功能相似但是处理不同类型任务的子系统，如新增不同的电商平台，以及新增快递公司；也可能是基于现有整体系统能力延升出来的处理新的类型业务的子系统，比如外卖就是一种不同于传统电商的服务类型，但它是基于在线购物和快递发展到一定成都时候才会产生的新的服务类型，及它的出现需要基于其它系统的演进。</li></ul><p>从上面的过程我们可以看出，整个电子购物的复杂系统不是像传统软件那样一次性构建出来的，它们是进化出来的。所有复杂系统的功能演进都是一个进化的过程。</p><p>下面我们来分析我们的软件架构在一个进化系统的框架下是怎么工作的。根据《复杂的引擎》一书，所有进化过程的共同特征包括以下5个要素：</p><ul><li><strong>个体</strong>，它们一般有各种名字，比如：生物、自主体、基因、概念和公司。</li><li><strong>可遗传的特征</strong>，个体的描述信息。以某种形式编码为个体本身的一部分，生物的这种信息编码为DNA。</li><li><strong>个体可以繁殖或复制</strong>，通过这个机制，个体从父辈或之前的个体拷贝编码信息。</li><li><strong>变化机制</strong>，信息在复制、繁殖或维护过程中必须有机会产生适应度的改变。在许多系统中变化机制就是复制过程中产生的错误。</li><li><strong>基于特征的选择</strong>，繁殖（或复制）的成功必须部分取决于各个体编码信息所描述的特征。</li></ul><p>只要系统同时具备了这5个要素，个体组成的群体中的编码信息以及相应的个体特征就会随着时间改变；遗传的个体特性也必然会越来越适应决定繁殖（复制）成功率的标准。</p><p>上述这是进化论中的知识，比如在生物的进化论中，生物个体携带DNA，其中编码了个体本身的特征，这些特征可以通过繁殖被复制到新的个体中，并且这个复制的过程中可以产生一定的变异，这种变异通常是随机的，进而形成一些新的特征，这些新的特征能否被保留下来，取决于自然选择，即它能不能具有更大的优势保障个体的生存。具有这种逻辑结构的系统会累积适应选择标准的编码信息。在自然和生物系统中，它们通常利用随机变化做到这一点，有时候也会利用非随机变化，以免偶然性过大，不利于产生有用或有趣的东西。因此这个信息累积和改进的过程就是概率计算，它有效的原因很简单，很小的变化通常是有可能的，而无目的的大变化基本不可能发生，通过小的并非很不可能的变化，并累积好的变化，就有可能达到本来很难达到的目标。</p><p>进化论的思想几乎可以解释一切生物和大自然的复杂系统，但如果直接将这一套方式作用于我们的软件开发则是不合适的，首先完全依赖于随机变化的效率会比较低，其次通过漫长的自然选择则会使系统的演进很慢，想想我们人类的智力演进是多么漫长的一个过程。</p><p>因此我们必须保留进化论的精髓，同时要在效率部分做出不同的处理。下面分析我们的架构其中包含的进化思想。</p><p>对于计算机，进化的信息是软件代码。我们来看在我们的系统中怎样对应和解释这5个要素：</p><p><strong>个体</strong>：就是包含了自身功能代码的各个子系统，例如一个智能体（Agent）程序。</p><p><strong>可遗传的特征</strong>：我们的代码显然像DNA编码了生物个体特征意义，它编码的整个程序的特征（功能），很显然，代码是可以复制和遗传的。</p><p><strong>个体可以繁殖或复制</strong>：你只要复制了另一个智能体的代码或者说你的系统以某种方式可以包含或者调用另一个子系统的代码，其实这在软件中也是一种形式的复制。</p><p><strong>变化的机制</strong>：生物或自然系统的变化机制主要是靠随机过程，它主要体现在对编码信息的部分随机修改。我们的软件系统显然不是对已有的程序去添加一些随机的修改，因为那样的程序大部分情况下根本就无法运行。我们的随机性主要来源于一个新的开发者像一个已有的程序中添加部分能够修改程序行为的代码，举个例子，原来的程序包含A组件，现在借助我们的互操作性，这样的程序可以很方便与其它程序进行交互，现在有另一个开发者开发了一个能够与A组件进行互操作的程序，然后某个用户同时购买了A和B两个组件，那么它们整体看就是产生了变化。所以我们的子程序之间的互操作性，以及函数级的可组合性，这些都是变化的机制，我们后面会详细介绍其中的技术细节。</p><p>在传统的软件中，我们也可以对已有的软件进行修改，从而实现类似上面这种变化。但是因为传统的软件只是对开发商内部是公开的，所以只有一个很小的团体能够改进软件，这就会使得软件的变化的概率非常小，甚至在某个程度之后停止变化，因为这个开发商的研发人员数量在整个人类完全是可以忽略的。而在一个开放的软件时间，这样的变化是完全不受限制的，因此进化的概率更大，更有可能进化出完全意想不到的结果，因为这里面能够导致变化的开发者人员的数量基数是非常大的，后面我们也将详细分析我们怎样通过简化程序结构来使得更多的非程序员可以编写程序。</p><p><strong>基于特征的选择</strong>：这些变化出的机制是否有效，取决于它们是否适应和满足人们的某些目标。所以当这些变化发生之后，新的子系统会产生，然后会有一部分用户有机会是使用这些新的子系统，在使用过程中，如果这些子系统很好地解决了人们对数字世界的一些需求，那么它们就会被选择，即它们适应了选择，否则这样的新的子系统则会很快被淘汰。</p><p>这种选择机制在软件的消费中倒是非常有效，但是这种方式显然还没有真正促进软件大规模的进化，例如看看我们手机里的应用及其形态，大部分的应用已经有很多年没有太大的进化了，而相反，我们的数字世界的功能也没有变得非常的丰富和智能。这种缓慢的进化与两个要素有关，一是上面讲到的变化的缓慢，二是跟这里的选择机制有关，即人们其实没有太多选择，就导致选择并没有在整个系统中表现出很强的力量。</p><p>现代的软件都累积了很多的功能，用户要么购买及使用整个软件，要么就使用不了软件，大部分情况下我们必须要使用其中的核心产品功能，所以不得不安装，但是其中包含的大量功能我们完全无法选择，因为没有选择这也会导致开发商并没有那么大的选择压力。</p><p>我们的系统是一个完全动态的系统，用户可以选择完全不同的子系统组合，这也就意味着用户对每个很小的子系统有很高效的选择机制，这就会催生一个完全不同效率的进化系统。在我们系统架构中，动态性和互操作性在遗传、变化和选择这三个重要的进化要素中都发挥了重要作用，从而整体呈现出更高效的进化效率。通过这种进化的力量，演进出复杂的系统功能，从而使数字世界表现出更加智能、复杂和丰富。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="外在结构和内在结构">外在结构和内在结构<a href="#外在结构和内在结构" class="hash-link" aria-label="外在结构和内在结构的直接链接" title="外在结构和内在结构的直接链接">​</a></h3><p>前面我们从互操作和复杂系统机制的层面对RealityIS的架构哲学进行了一些介绍，在了解这两个部分的内容之后，我们再来系统地梳理一下其中的逻辑，使我们对整个系统架构有更清晰的认识。</p><p>从整体看，RealityIS的两个设计目标或特性是：</p><ul><li><strong>互操作性</strong></li><li><strong>自我进化</strong></li></ul><p>所有的技术思想和对现有技术的改进思路都是围绕上述两大目标的，其中互操作性解决的问题是要让任何子程序能够非常轻易地跟外界通信和交互，这既是复杂系统结构所需要的基本特性，也是实现一个广泛相互协作而繁荣的数字经济的基础，想想我们现实世界人与人、实体与实体、人与社会等各种关系都是有非常广泛而深刻的交互的，在计算机的世界，交互就是互操作。</p><p>自我进化，是复杂系统构建和演化的核心机制，我们不是一次性通过某个实体就开发了整个系统的功能，而是通过子系统之间的相互协作来进化出各种更复杂的功能，对应的软件开发的过程中，这要求系统具有非常动态的能力，能够动态地新增或者删除子系统，同时也要求这些子系统之间具有自治的能力，这样系统才能自发地进行进化，而不需要全局干预。</p><p>围绕着两个目标，我们发现传统的软件构造体系根本就是跟这两个目标相悖的，这主要体现在：</p><ul><li>数据与代码的耦合使软件失去了互操作性，同时也造成了中心化治理的结果</li><li>局部代码在获取决策上下文时与全局信息的耦合使软件失去了自治的能力</li></ul><p>针对这两个问题，我们分别从区块链和复杂系统理论中寻找到对应的理论支持，使我们可以获得一个非常简洁、干净、稳定、而又功能强大的技术架构。它们形成整个技术架构的两个结构，我们称之为外部结构和内部结构，如下图所示：</p><p><img loading="lazy" src="/zh/assets/images/two-level-arch-53b339fd8c7740e12cb7a1d30eec3212.svg" width="765" height="235" class="img_ev3q"></p><p>针对互操作性，我们从区块链中得到启示，尽管不是很直接，但是它为了实现去中心化采取的将数据与计算分离，并在虚拟机中在运行时对数据进行授权的技术流程，被我们很巧妙地用一套动态的类型系统进行一般化，使之能够支持更广泛的数据类型，同时又能确保用户的数据安全。这样的调整使得我们完全实现了互操作性，这种互操作性不光使得不同开发者开发的应用程序可以在一些协同计算，相互交互，更重要的是为复杂系统的构建奠定了基础：这样一个系统的功能有机会被多个自治的子系统进行融合而形成，而不是仅仅只有一家开发商构建，那样其能提供的功能的复杂度将会远远低于复杂系统。我们称这些由互操作性带来的结构为外部结构，它反应的是子系统与外界交互的能力。</p><p>针对自我进化，我们从复杂系统的理论中得到启示，其核心的思想是自治能力，即子系统可以在不经过中央或者全局控制的情况下实现局部子系统之间的交互，因为这种交互不光带来安全隐患，还使得子系统可能会受限于中央控制器而不容易去单独扩展能力，而这是进化系统的基础。为了解决这个我们，我们从游戏开发界最新的ECS架构得到启示，并结合我们的动态类型系统，实现一个基于类型的局部自治架构，在这样的架构中，子系统只需要声明关注的数据类型，即可以定义与其它子系统之间的交互关系。围绕这些机制，我们还进一步分析了整个系统的进化过程，它遵循生物或自然界中复杂系统进化相似的原理或过程。我们称这部分结构为内在结构，它决定着一个子系统内部怎样去演进和进化。</p><p>在内部结构和外部结构之外的系统中，用户则牢牢掌握着所有的数据权限，并通过数据权限控制着整个程序的运行，包括一个子系统是否可以访问用户的某些数据，以及一个子系统是否可以与其它子系统进行交互，甚至一个子系统即使已经被用户安装到用户的应用环境，它仍然可以通过数据被完全禁止运行。用户对数据的权限被牢牢地集成到系统的虚拟机中，</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="realityis系统架构">RealityIS系统架构<a href="#realityis系统架构" class="hash-link" aria-label="RealityIS系统架构的直接链接" title="RealityIS系统架构的直接链接">​</a></h2><p>对互操作性的改进：</p><ul><li>由调用过程获取结果，变为直接获取其过程，即将被调过程执行的结果存储在一个语义数据，这样就是一个类型或者数据本身包含了互操作性，就简化为数据管理的问题（游戏中的机制）</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="构建一个动态类型系统">构建一个动态类型系统<a href="#构建一个动态类型系统" class="hash-link" aria-label="构建一个动态类型系统的直接链接" title="构建一个动态类型系统的直接链接">​</a></h3><p>两个目的：</p><ul><li>类型解析，做依赖分离</li><li>数据和功能分离，通过类型的解析控制，来阻止未授权程序的访问，当然实际不是运行到某个函数时在检查，而是组件可以根据类型信息提前检查出来</li></ul><p>动态授权很重要，如果没有这个控制，只是在Actor之间传递字符串，意味着某个Actor被执行，就无法控制它访问数据。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="建立一个互操作抽象">建立一个互操作抽象<a href="#建立一个互操作抽象" class="hash-link" aria-label="建立一个互操作抽象的直接链接" title="建立一个互操作抽象的直接链接">​</a></h3><p>逻辑抽象，不涉及编程语言与编译器开发</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="简化数据获取">简化数据获取<a href="#简化数据获取" class="hash-link" aria-label="简化数据获取的直接链接" title="简化数据获取的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="简化程序结构">简化程序结构<a href="#简化程序结构" class="hash-link" aria-label="简化程序结构的直接链接" title="简化程序结构的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="复杂系统由主动到被动自动运行">复杂系统：由主动到被动自动运行<a href="#复杂系统由主动到被动自动运行" class="hash-link" aria-label="复杂系统：由主动到被动自动运行的直接链接" title="复杂系统：由主动到被动自动运行的直接链接">​</a></h3><p>局部驱动</p><p>应用由主动执行到被动持续执行，跟用户的主动输入不是同步的，可能是自动执行的，用户怎么感知系统变化状态</p><blockquote><p>应用由主动执行到被动持续执行，跟用户的主动输入不是同步的，可能是自动执行的，用户怎么感知系统变化状态</p><p><a href="https://www.zhihu.com/question/26387327/answer/3158798538" target="_blank" rel="noopener noreferrer">https://www.zhihu.com/question/26387327/answer/3158798538</a></p></blockquote><h3 class="anchor anchorWithStickyNavbar_LWe7" id="非中心化的系统交互">非中心化的系统交互<a href="#非中心化的系统交互" class="hash-link" aria-label="非中心化的系统交互的直接链接" title="非中心化的系统交互的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="虚拟机-1">虚拟机<a href="#虚拟机-1" class="hash-link" aria-label="虚拟机的直接链接" title="虚拟机的直接链接">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="字节码">字节码<a href="#字节码" class="hash-link" aria-label="字节码的直接链接" title="字节码的直接链接">​</a></h4><p>本质上结构跟Wasm相似，可以做到很底层，都是函数级的数据，只是函数调转的机制不一样。</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;magic&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;version&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;1.0.0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token comment" style="color:rgb(98, 114, 164)">// VM的版本号，类型的解释方法一般不变</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;inputs&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain">         </span><span class="token comment" style="color:rgb(98, 114, 164)">// 内部Standard格式可能存在和用户版本不兼容，运行时检查</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;User&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;version&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;1.0.0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;String&quot;</span><span class="token plain">，</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;age&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;int&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;standards&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;Car&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;components&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;add_com&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;inputs&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;User&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;output&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain">   </span><span class="token comment" style="color:rgb(98, 114, 164)">// 内部方法</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;outputs&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain">      </span><span class="token comment" style="color:rgb(98, 114, 164)">// 可能存在版本不兼容</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;codes&quot;</span><span class="token plain">&quot; </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">         </span><span class="token comment" style="color:rgb(98, 114, 164)">// 将所有代码放在一起，Component还有其它参数信息影响缓存连贯性</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="inputs">inputs<a href="#inputs" class="hash-link" aria-label="inputs的直接链接" title="inputs的直接链接">​</a></h4><p>将属性定义都拷贝进Agent内部，一是方便Agent编辑，同时考虑到后面Component的参数签名是跟Standard的属性名字绑定的，并没有像传统编译器那样编译为地址，例如：</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;inputs&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;User&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;version&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;1.0.0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;String&quot;</span><span class="token plain">，</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;age&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;int&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>但是运行时检查到版本不一致时，自动做一些转化。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="standard版本兼容">Standard版本兼容<a href="#standard版本兼容" class="hash-link" aria-label="Standard版本兼容的直接链接" title="Standard版本兼容的直接链接">​</a></h5><p>为了避免不断的更新，实行两个策略：</p><ul><li>小版本必须兼容</li><li>大版本必须更新Agent，否则不让运行</li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="小版本兼容">小版本兼容<a href="#小版本兼容" class="hash-link" aria-label="小版本兼容的直接链接" title="小版本兼容的直接链接">​</a></h6><ul><li>修改字段名字</li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="大版本更新">大版本更新<a href="#大版本更新" class="hash-link" aria-label="大版本更新的直接链接" title="大版本更新的直接链接">​</a></h6><ul><li>增加字段</li><li>删除字段</li><li>修改字段类型 = 删除字段 + 增加字段</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="lua与宿主交互">Lua与宿主交互<a href="#lua与宿主交互" class="hash-link" aria-label="Lua与宿主交互的直接链接" title="Lua与宿主交互的直接链接">​</a></h4><p>类型解耦，</p><p>Python没有Lua那样的动态类型，先支持Lua</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="realityis技术特征">RealityIS技术特征<a href="#realityis技术特征" class="hash-link" aria-label="RealityIS技术特征的直接链接" title="RealityIS技术特征的直接链接">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="执行流程">执行流程<a href="#执行流程" class="hash-link" aria-label="执行流程的直接链接" title="执行流程的直接链接">​</a></h3><p>传统几种模式：</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="函数调用关系">函数调用关系<a href="#函数调用关系" class="hash-link" aria-label="函数调用关系的直接链接" title="函数调用关系的直接链接">​</a></h4><p>实际上是转化为程序的传统结构</p><ul><li>需要管理函数实例及其地址</li><li>需要关系参数的链接</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="流程顺序">流程顺序<a href="#流程顺序" class="hash-link" aria-label="流程顺序的直接链接" title="流程顺序的直接链接">​</a></h4><p>Hodini的方式</p><ul><li>不用管理函数实例</li><li>按类型名字进行获取数据</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="shadegraph">ShadeGraph<a href="#shadegraph" class="hash-link" aria-label="ShadeGraph的直接链接" title="ShadeGraph的直接链接">​</a></h4><ul><li>管理依赖关系</li><li>依赖关系由变量名称确定，即是类型的实例，即是参数的连接，只不过定义了全局参数，而不是从函数的输入输入去连</li></ul><p>变量名字不易于复用</p><div class="language-c++ codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-c++ codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">// Create the graph - it starts out empty</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphCreate(&amp;graph, 0);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// For the purpose of this example, we&#x27;ll create</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// the nodes separately from the dependencies to</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// demonstrate that it can be done in two stages.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// Note that dependencies can also be specified</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// at node creation.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;a, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;b, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;c, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;d, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// Now set up dependencies on each node</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;a, &amp;b, 1);     // A-&gt;B</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;a, &amp;c, 1);     // A-&gt;C</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;b, &amp;d, 1);     // B-&gt;D</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;c, &amp;d, 1);     // C-&gt;D</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><blockquote><p>到目前为止<strong>cuda graph</strong>的依赖需要用户手动设置。当kernel或其他操作输入变量变化时，<strong>cuda graph</strong>需要用户手动更新节点参数。</p><p>当我们面对大量节点与输入参数时，手动来构造<strong>cuda graph</strong>和更新节点就不太现实，于是<strong>muda</strong>自动计算图就应运而生了。</p></blockquote><blockquote><p>在1）部分我们定义了<strong>graph var</strong>，这些<strong>graph var</strong>在<strong>muda</strong> <strong>compute graph</strong>中只表示一种虚拟资源（<strong>muda compute graph</strong> 默认所有的虚拟资源相互之间不产生重叠，即内存不发生overlap）。一般我们会要求图的输入变量为一个viewer（他本身不拥有资源，只是一个资源的访问器，是trivially copyable的），或是一个值类型。如果你知道你在干什么，那么你也可以使用奇技淫巧。</p></blockquote><p>在2）部分，我们定义了<strong>graph nodes</strong>。注意，<strong>graph nodes</strong>的定义顺序会影响<strong>graph nodes</strong>的依赖关系，<strong>graph nodes</strong>的定义顺序应该是所有任务的逻辑顺序，这非常的intuitive！我们的所有串行代码都是这么写的。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="cogine">Cogine<a href="#cogine" class="hash-link" aria-label="Cogine的直接链接" title="Cogine的直接链接">​</a></h4><p>从上述的方案中总结：</p><ul><li>要想简化，都需要全局数据，不管是Houdini中的几何数据，还是ShaderGraph中由变量名字确定的全局数据，这样避免牵涉对函数细节的了解</li><li>流程比实际的函数调用更简单，如Houdini和ShaderGraph</li><li>用户理解流程很重要，相比由输入输出来确定参数不太利于管理和控制，比如你要修改流程就必须去修改变量名字；相同的流程在一个系统中多次执行则要定义不同语义的变量名字</li></ul><p>像ShaderGraph通常是固定的流程，没有Control FLow，即每个流程都会被执行，并且通常能被计算出一个线性的执行顺序使其可以保证其中定义的依赖关系。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性-1">互操作性<a href="#互操作性-1" class="hash-link" aria-label="互操作性的直接链接" title="互操作性的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="可组合性">可组合性<a href="#可组合性" class="hash-link" aria-label="可组合性的直接链接" title="可组合性的直接链接">​</a></h3><p>传统两种组合方式，一种是单纯对象级别的组合，例如Unity的Component，一种是函数式编程中的组合，通过高阶函数</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="个性化">个性化<a href="#个性化" class="hash-link" aria-label="个性化的直接链接" title="个性化的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="动态性-1">动态性<a href="#动态性-1" class="hash-link" aria-label="动态性的直接链接" title="动态性的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="分布式">分布式<a href="#分布式" class="hash-link" aria-label="分布式的直接链接" title="分布式的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="语义化">语义化<a href="#语义化" class="hash-link" aria-label="语义化的直接链接" title="语义化的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="组件化">组件化<a href="#组件化" class="hash-link" aria-label="组件化的直接链接" title="组件化的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="被动式">被动式<a href="#被动式" class="hash-link" aria-label="被动式的直接链接" title="被动式的直接链接">​</a></h3><p>被通知，持续运行</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="应用">应用<a href="#应用" class="hash-link" aria-label="应用的直接链接" title="应用的直接链接">​</a></h2><h2 class="anchor anchorWithStickyNavbar_LWe7" id="挑战">挑战<a href="#挑战" class="hash-link" aria-label="挑战的直接链接" title="挑战的直接链接">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="技术挑战">技术挑战<a href="#技术挑战" class="hash-link" aria-label="技术挑战的直接链接" title="技术挑战的直接链接">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="动态类型带来的性能问题">动态类型带来的性能问题<a href="#动态类型带来的性能问题" class="hash-link" aria-label="动态类型带来的性能问题的直接链接" title="动态类型带来的性能问题的直接链接">​</a></h4><p>改进语言虚拟机，去掉函数栈等控制的机制，仅保留代码执行</p><p>编译为像WASM的字节码，WASM本身就是按函数级定义的，其实我们的机制正是对应这种，只不过函数换成我们的组件</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="程序的持续运行模式">程序的持续运行模式<a href="#程序的持续运行模式" class="hash-link" aria-label="程序的持续运行模式的直接链接" title="程序的持续运行模式的直接链接">​</a></h4><h4 class="anchor anchorWithStickyNavbar_LWe7" id="对涌现能力的预测">对涌现能力的预测<a href="#对涌现能力的预测" class="hash-link" aria-label="对涌现能力的预测的直接链接" title="对涌现能力的预测的直接链接">​</a></h4><p>类似于游戏测试</p><p>可能很多人的经验和知识在于去控制和发现这种结构，然后筛选出更有价值的结构，这就是进化论里面的选择。</p><p>智能必须依赖于较大的突变和选择，较大的突变必须要有条件能够生产非常多错误的结果。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="用户体验挑战">用户体验挑战<a href="#用户体验挑战" class="hash-link" aria-label="用户体验挑战的直接链接" title="用户体验挑战的直接链接">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="用户从功能管理到数据管理">用户从功能管理到数据管理<a href="#用户从功能管理到数据管理" class="hash-link" aria-label="用户从功能管理到数据管理的直接链接" title="用户从功能管理到数据管理的直接链接">​</a></h4><p>启示这已经比较普遍，只是管控的是API，但是API代表的就是一种数据的获取，</p><p><img loading="lazy" alt="phone-setting" src="/zh/assets/images/phone-setting-7be5932f5b259dc09827086754bdb118.jpg" width="1170" height="2532" class="img_ev3q"></p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="应用由主动执行到被动持续执行">应用由主动执行到被动持续执行<a href="#应用由主动执行到被动持续执行" class="hash-link" aria-label="应用由主动执行到被动持续执行的直接链接" title="应用由主动执行到被动持续执行的直接链接">​</a></h4><p>跟用户的主动输入不是同步的，可能是自动执行的，用户怎么感知系统变化状态</p><p>我们需要被通知，而不是一个我要做什么的数字世界</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="动态的数字世界">动态的数字世界<a href="#动态的数字世界" class="hash-link" aria-label="动态的数字世界的直接链接" title="动态的数字世界的直接链接">​</a></h4><p>人天生就是使用观察动态世界的，只是你要给出合适的方式，比如尤其是考虑到屏幕的交互，以及数字世界的信息量远多于现实世界</p><p>例如股票就是这样</p><p>传统的数字世界都是一致的，而且事实证明用户在使用一个新应用的时候，新应用带来的阻碍都很大的，不管是认知、体验、交互等等</p><p>所以需要一致的交互体验，大模型对话式的交互方式可以大大简化传统GUI方面的复杂度和丰富性，比如小程序就是一种类似的体验，虽然应用内容不一样，但是用户使用新的应用的流程比较一致，所以并没有造成太大的阻碍。</p><p>当然用户也不是一直在换，大体说很长一段时间还是稳定的，但是社会发现有新的有价值的应用时传播得会更快。</p><p>少量的比较追踪科技的用户则会更习惯这种能够快速体验到新产品的节奏和感觉。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="展望">展望<a href="#展望" class="hash-link" aria-label="展望的直接链接" title="展望的直接链接">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动硬件创新">驱动硬件创新<a href="#驱动硬件创新" class="hash-link" aria-label="驱动硬件创新的直接链接" title="驱动硬件创新的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动软件架构创新">驱动软件架构创新<a href="#驱动软件架构创新" class="hash-link" aria-label="驱动软件架构创新的直接链接" title="驱动软件架构创新的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动数字形态创新">驱动数字形态创新<a href="#驱动数字形态创新" class="hash-link" aria-label="驱动数字形态创新的直接链接" title="驱动数字形态创新的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动操作系统创新">驱动操作系统创新<a href="#驱动操作系统创新" class="hash-link" aria-label="驱动操作系统创新的直接链接" title="驱动操作系统创新的直接链接">​</a></h3><h2 class="anchor anchorWithStickyNavbar_LWe7" id="总结">总结<a href="#总结" class="hash-link" aria-label="总结的直接链接" title="总结的直接链接">​</a></h2><p>未来可能类型系统和数据集成到操作系统或手机本地的基础设施</p><p>或者一个或多个分布式系统，但总归分布式系统的能力是更强大的，操作系统支持会简化数据的管理</p></article></div><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#摘要" class="table-of-contents__link toc-highlight">摘要</a></li><li><a href="#问题" class="table-of-contents__link toc-highlight">问题</a><ul><li><a href="#去中心化和数据安全" class="table-of-contents__link toc-highlight">去中心化和数据安全</a></li><li><a href="#互操作和用户内容创作" class="table-of-contents__link toc-highlight">互操作和用户内容创作</a></li><li><a href="#多智能体相互协作机制" class="table-of-contents__link toc-highlight">多智能体相互协作机制</a></li></ul></li><li><a href="#相关知识" class="table-of-contents__link toc-highlight">相关知识</a><ul><li><a href="#互操作性" class="table-of-contents__link toc-highlight">互操作性</a></li><li><a href="#面向对象编程模型" class="table-of-contents__link toc-highlight">面向对象编程模型</a></li><li><a href="#虚拟机" class="table-of-contents__link toc-highlight">虚拟机</a></li><li><a href="#基于组合与ecs" class="table-of-contents__link toc-highlight">基于组合与ECS</a></li><li><a href="#隔离与沙盒技术" class="table-of-contents__link toc-highlight">隔离与沙盒技术</a></li><li><a href="#复杂系统" class="table-of-contents__link toc-highlight">复杂系统</a></li></ul></li><li><a href="#realityis架构哲学" class="table-of-contents__link toc-highlight">RealityIS架构哲学</a><ul><li><a href="#建立互操作数据抽象" class="table-of-contents__link toc-highlight">建立互操作数据抽象</a></li><li><a href="#基于复杂系统的计算架构" class="table-of-contents__link toc-highlight">基于复杂系统的计算架构</a></li><li><a href="#外在结构和内在结构" class="table-of-contents__link toc-highlight">外在结构和内在结构</a></li></ul></li><li><a href="#realityis系统架构" class="table-of-contents__link toc-highlight">RealityIS系统架构</a><ul><li><a href="#构建一个动态类型系统" class="table-of-contents__link toc-highlight">构建一个动态类型系统</a></li><li><a href="#建立一个互操作抽象" class="table-of-contents__link toc-highlight">建立一个互操作抽象</a></li><li><a href="#简化数据获取" class="table-of-contents__link toc-highlight">简化数据获取</a></li><li><a href="#简化程序结构" class="table-of-contents__link toc-highlight">简化程序结构</a></li><li><a href="#复杂系统由主动到被动自动运行" class="table-of-contents__link toc-highlight">复杂系统：由主动到被动自动运行</a></li><li><a href="#非中心化的系统交互" class="table-of-contents__link toc-highlight">非中心化的系统交互</a></li><li><a href="#虚拟机-1" class="table-of-contents__link toc-highlight">虚拟机</a></li></ul></li><li><a href="#realityis技术特征" class="table-of-contents__link toc-highlight">RealityIS技术特征</a><ul><li><a href="#执行流程" class="table-of-contents__link toc-highlight">执行流程</a></li><li><a href="#互操作性-1" class="table-of-contents__link toc-highlight">互操作性</a></li><li><a href="#可组合性" class="table-of-contents__link toc-highlight">可组合性</a></li><li><a href="#个性化" class="table-of-contents__link toc-highlight">个性化</a></li><li><a href="#动态性-1" class="table-of-contents__link toc-highlight">动态性</a></li><li><a href="#分布式" class="table-of-contents__link toc-highlight">分布式</a></li><li><a href="#语义化" class="table-of-contents__link toc-highlight">语义化</a></li><li><a href="#组件化" class="table-of-contents__link toc-highlight">组件化</a></li><li><a href="#被动式" class="table-of-contents__link toc-highlight">被动式</a></li></ul></li><li><a href="#应用" class="table-of-contents__link toc-highlight">应用</a></li><li><a href="#挑战" class="table-of-contents__link toc-highlight">挑战</a><ul><li><a href="#技术挑战" class="table-of-contents__link toc-highlight">技术挑战</a></li><li><a href="#用户体验挑战" class="table-of-contents__link toc-highlight">用户体验挑战</a></li></ul></li><li><a href="#展望" class="table-of-contents__link toc-highlight">展望</a><ul><li><a href="#驱动硬件创新" class="table-of-contents__link toc-highlight">驱动硬件创新</a></li><li><a href="#驱动软件架构创新" class="table-of-contents__link toc-highlight">驱动软件架构创新</a></li><li><a href="#驱动数字形态创新" class="table-of-contents__link toc-highlight">驱动数字形态创新</a></li><li><a href="#驱动操作系统创新" class="table-of-contents__link toc-highlight">驱动操作系统创新</a></li></ul></li><li><a href="#总结" class="table-of-contents__link toc-highlight">总结</a></li></ul></div></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col 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class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container container--fluid margin-vert--lg"><div class="row mdxPageWrapper_j9I6"><div class="col col--8"><article><h1 align="center">一种自我进化的、可互操作的分布式应用系统</h1><br><p align="center">秦春林</p><br><p>Reality World是一个以互操作性为核心目标的分布式系统和架构，它的愿景是构造一个无边的数字世界，使得任何人都可以向这个系统动态添加新的子程序，这些子程序可以和其它子程序任意交互，这个系统可以像生物系统一样自我进化，从而通过复杂系统的机制涌现出更加智能、丰富和个性化的数字世界体验。<br><br></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="摘要">摘要<a href="#摘要" class="hash-link" aria-label="摘要的直接链接" title="摘要的直接链接">​</a></h2><p>近年来，随着区块链、元宇宙以及大模型的发展，数字世界的构建逻辑和使用形态都发生了很大变化。然而总体而言，目前并没有比较成熟的专门面向这些新型特征应用的底层架构，甚至还没有形成比较清晰和统一的思路，比如这种架构应该有哪些新的特征、形态以及设计目标。尝试构建这样的一套新的方法体系是非常复杂的，我认为核心的难点在于很难单从软件架构的视角去解决这一问题。比如元宇宙类应用，表面上看我们可以在现有的引擎架构上去构建，然后元宇宙背后的核心逻辑是互操作性，它要求来自不同开发者创建的应用之间能够进行交互，从而提供更动态、多元和个性化的数字化体验，然而互操作性和传统的软件开发逻辑是相悖的。再比如多智能体类应用，最近更多的工作意识到这类应用的逻辑更可能需要很多具有独立功能的小智能体进行相互协作来实现，这种多智能体相互协作的逻辑跟复杂系统的行为是类似的，然而我们当前的编程模式并没有针对这样的思想进行设计。从上面的论述可以看出，未来数字世界的软件构造方法，需要考虑更多的跨领域知识体系。本文正是通过对传统的软件架构方法（如面向对象和函数式编程模型）、编程语言及其编译过程和链接过程、区块链、复杂系统、游戏应用架构等跨领域知识进行系统分析，结合这些新型应用的特征，提出了一套系统的架构体系，它包括清晰的设计原则、目标、方法哲学，以及一个包含核心机制的源代码实现。希望此工作可以对未来数字世界基础架构的设计、研究和开发提供有益的指引。</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="问题">问题<a href="#问题" class="hash-link" aria-label="问题的直接链接" title="问题的直接链接">​</a></h2><p>近几年，数字世界的形态发生着巨大的变化，一方面似乎是面对互联网红利的逐渐下降，人们需要新的科技引爆点；但另一方面，这些新的概念也在某种程度上折射出一个信息：那就是我们生活中的数字化还不够彻底，还不够丰富，还没有完全释放它全部的力量。</p><p>例如在Web 3.0的概念中，我们希望我们的隐私和资产能够不被少数中心化的实体所控制；在元宇宙的概念中，我们希望任何人能够进行更自由地创造数字内容，并使我们的数字分身连同我们的很多能力能够在跨域多个虚拟世界中进行互操作，从而提供接近现实世界的数字生活体验；而在大模型应用中，随着大模型对人类任意指令的语义理解，固定的软件逻辑似乎无法应付这种逻辑复杂度，我们希望应用内部能够更智能地协调和调度正确的功能来解决任意的问题，而不是像过去那样提供固定结构和功能的软件。</p><p>所有这些新的需求可能都意味着我们需要新的思维和方法来构建应用，而人们自然是希望基于现有的软件工程体系，能够进行少量的架构设计，来实现上述这些应用的开发。本节我们就来看几个基本的问题，从而理解我们现行的体系在解决这些问题方面会遇到哪些挑战，这些问题的理解也为后面的架构设计提供重要的依据。</p><p>当然，这只是几个典型问题，本文后面的内容还会讨论更多的相关问题。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化和数据安全">去中心化和数据安全<a href="#去中心化和数据安全" class="hash-link" aria-label="去中心化和数据安全的直接链接" title="去中心化和数据安全的直接链接">​</a></h3><p>我们现代整个构建软件的方法体系，不管是底层的编程语言及其提供的一些编程模式，如面向对象或函数式编程，还是中间一些帮助构建各种应用的工具，如游戏引擎和各种开发框架，都是基于这样一个前提或假设：即程序拥有所有的权力，程序可以控制和访问一切数据，不管是内存中的数据，还是应用本地持久化存储的数据，还是应用存储到云端的数据。这样做的目的是简化编程模型，这种简化的思想体现在两个层面：</p><ul><li>操作系统为每个应用分配独立的内存空间，因此通过这种简单的内存隔离就可以保证应用的数据安全</li><li>将应用内产生的用户数据的管理交给开发商，由他们负责保证数据的安全</li></ul><p>从上面的机制可以看出，尽管现在各国都应相应的合规法律来保护用户的隐私数据不能被非法上传或使用，但实际在操作层面，很多数据的交互涉及到功能层面，例如需要在云端与来自其它用户的数据进行计算，所以很多数据其实很难界定，因此我们的隐私数据一般只包含部分数据，而还有很多应用执行过程中产生的数据也是对用户而言很重要的。</p><p>由于应用程序对数据的天生的权限，使得软件开发商天然的成为一个中心化的实体，掌控着所有用户的数据。尽管很多时候，这种中心化的管理带来了很多便利和效率，但是对于用户而言损失则是很大的，除了数据被非常使用的风险，还有包括在平台获取合法收益时不透明性，没有话语权，同时出于竞争考虑，一个应用的数据对同一个用户的其它应用通常是无法互操作的，而这种互操作很多时候对用户来说是很有价值的。</p><p><img loading="lazy" alt="programming-model" src="/zh/assets/images/programming-model-46f5640406a1caae8e0ab67c5251807a.svg" width="686" height="211" class="img_ev3q"></p><p>这里面的根本问题，我觉得是这个编程模型的问题，它将程序的功能和程序执行过程中产生的数据关联在一起，彼此无法分开，如上图（a）所示。想想我们现实生活中的经济模式，一个厂商生产了某件商品，用户购买商品之后，除了简单的售后服务关系，用户和厂商之间就没有其它关系，该商品后续生产的物品都有用户自己拥有，用户可以将这些物品用于任意自己的意图。</p><p>所以，为了更好地保护用户的权益，我们需要一种天生能够将软件的数据和功能分开的机制，本文就会提出一种机制，使得开发者使用类似现有的方法进行软件开发，但是其产生的数据确实天生由用户控制的，换句话说，即使是同一个应用产生的数据，用户都可以在后续的操作中禁止该应用对之前产生数据的访问，而且这种控制方式非常简单，如上图（b）所示。</p><p>这种编程模式的改变，会对应用的形态造成非常深刻的影响，它也会带来更多新的技术上的可能性，使得我们可以构建更加复杂丰富的应用。这些特性也正是元宇宙和Web 3.0数字经济的构建所需要的基本特性：它使得互操作变得简单和可能。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作和用户内容创作">互操作和用户内容创作<a href="#互操作和用户内容创作" class="hash-link" aria-label="互操作和用户内容创作的直接链接" title="互操作和用户内容创作的直接链接">​</a></h3><p>尽管元宇宙还没有明确的定义和形态，但是它的一些基本特性也慢慢被人们接受，比如虚拟与现实的结合，用户生成内容，去中心化和开放性，以及数字身份，社交和经济系统等等。元宇宙看起来包括了Web 3.0的思想，但是它可能并不寻求所有的数据都保存在区块链上，因为那样在理论上根本无法满足人们的使用体验需求。</p><p>从上面这些特性中，我们可以看出它们对现行的技术体系都会带来很大的挑战。其中关于去中心化和价值交易部分可以由区块链技术来实现，从本文后面也可以看出，互操作性和开放性方面也可以由我们上一节提出的程序架构来实现，然而对于用户创造的程序内容本身，依然存在比较大的挑战。</p><p>真实世界的经济系统的核心，是这个经济系统的大部分参与者都在参与经济生产，通过经济生产创造价值，然后才是交易。想想我们每个人都在上班，创造不同的产品，从事经济生产，然后人们用赚取的工资通过交易来换取其他人生产的有价值的东西，这个系统中的经济价值主要是由所有人一起创造出来的。</p><p>一个繁荣的数字经济系统也不例外，然而我们看现在的数字经济，从事生产活动的人是极少的，根据<a href="https://www.developernation.net/developer-reports/de20" target="_blank" rel="noopener noreferrer">Deverloper Nation</a>网站统计，2021年世界上只有2430万开发者，预计到2030年也只有4500万开发者，这在人类人口数量中不足0.5%，如下图所示：</p><p><img loading="lazy" alt="img" src="/zh/assets/images/programming-number-99509bb159c101481192c8f045ea9d79.jpg" width="1484" height="311" class="img_ev3q"></p><p>尽管在今年大模型在代码生成上表现出极大的潜力，甚至微软CEO Satya Nadella也提出未来可能借助大模型的能力，使得10亿人可以成为开发人员：</p><blockquote><p>“I mean, there can be a billion developers. In fact, the world needs a billion developers… So the idea that this is actually a democratizing tool to make access to new technology and access to new knowledge easier, so that the ramp-up on the learning curve is easier.”</p></blockquote><p>然而随着大模型在辅助代码编程方面的使用，例如Github Copilot，我们也逐渐意识到大模型虽然能够在一定程度上提升开发效率，但是它对专业人员的要求依然很高，换句话说，依然只有比较专业的开发人员才可以更好地使用它。这还只是考虑它在局部代码模块，例如单个函数级的代码生成，还不包括更复杂的程序结构和上下文逻辑管理。实际上如今的大模型在理论上主要以预测前后相关的线性序列来实现内容生成，这种理论在针对程序结构这种非线性、组合式的复杂任务上似乎存在一定的理论限制，如 <a href="https://arxiv.org/abs/2305.18654" target="_blank" rel="noopener noreferrer">Faith and Fate:Limits of Transformers on Compositionality</a> 这篇研究工作指出。</p><p>除了编程语言本身，元宇宙类的应用还要求更多的动态性，以及更重要的是在一个宿主程序中安全运行第三方子程序的能力，这会带来非常大的安全性挑战，尽管我们现在有一些如Web Assembly等包含的沙盒技术可以在理论上实现这些机制，但是在根据层面还没有比较简易可靠的框架可以使用，因为这种框架还需要协调应用程序本身的构造和运行机制。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="多智能体相互协作机制">多智能体相互协作机制<a href="#多智能体相互协作机制" class="hash-link" aria-label="多智能体相互协作机制的直接链接" title="多智能体相互协作机制的直接链接">​</a></h3><p>多智能体（Multi-Agents）是AI领域现在比较热门的一个方向。大模型对于自然语言的理解和对话能力，使得一些借助大模型内部的知识来完成推理和规划的Agent应用广受关注，例如AutoGPT、Generative Agents、BabyAGI等等。然而人们实际在开发中，也由于逐渐受限于大模型的能力，使得单纯简单依靠大模型来推理的Agent会比较难以落地，实际的Agent开发往往还是要涉及大量的逻辑开发，当然其中的逻辑交互主要涉及的是自然语言，也正是受限于大模型在自然语言理解方面的鲁棒性，实际的开发都是需要设置大量精巧的提示词工程才能达到比较好的性能。</p><p>不管是受限于单一Agent在记忆管理方面的不可靠性，还是由于越来越复杂的交互逻辑使得Agent开发和管理的复杂度逐渐增加，越来越多的工作将焦点转移到了多智能体系统上，即通过在一个共享的环境中让多个具有不同决策能力的Agent共同协作来完成一些指定的事情。尽管我们可以使用传统的方法来开发这类多智能体系统，例如基于LangChain，然而实际上多智能体协作机制有一些新的技术特征。</p><p>多智能体主要的技术特征是动态性，由于Agent的数量极多，成百甚至上千，那么这类系统要具备动态的能力，能够动态添加或移除一些Agent，同时具有较好的容错性，其中的某些Agent出现运行错误时，系统可能缺乏某些方面的能力，但是不影响其它能力的正常运行，在这些出现运行错误的Agent恢复运行后整个系统能够动态容纳该能力。</p><p>这看起来像是Actor模型尝试解决的问题，<a href="https://www.erlang.org/" target="_blank" rel="noopener noreferrer">Erlang</a> 是Actor模型比较有知名度的代表，如果我们把一个Agent比作一个线程或者Actor，那么Actor模型的工作机制似乎就可以实现多智能体交互的需求。开源项目 <a href="https://github.com/ThousandBirdsInc/chidori" target="_blank" rel="noopener noreferrer">Chidori</a> 也正是基于该理念的一个多智能体开源项目。在这类架构中，单个Agent会订阅某类信息，然后系统会维护这类信息的分发，使得一旦有Agent发出了某类信息，订阅该信息的Agent就会得到响应，信息本身充当了交互的接口和机制。</p><p>相对于多智能体的需求，这类架构还存在着两点不足：</p><ul><li><strong>缺乏数据互操作的机制或Agent之间通信的协议</strong>，每个Agent之间主要是通过字符串进行通信，这样保证Agent和Agent之间的功能解耦。然而这样的隐式协议通常不便于Agent之间的协作，特别是来自不同的开发者之间的Agent，它们在通信格式上没有显式的保障机制。此外，Agent相较于一个Actor算是一个比较大的线程，内部本身还包括很复杂的逻辑，也就意味着Agent内部可能还包括着大量需要获取用户数据的逻辑，这其中有些数据是来自其它程序的定义，这也需要互操作性的支持。</li><li><strong>缺乏开发这类应用系统的方法论</strong>。多智能体协作类似于一种复杂系统，复杂系统的一个典型特征是它的行为或功能是不可预期的，它们是靠很多逻辑简单的子系统相互作用涌现出现的，这就意味着我们不光是需要开发这种系统的工具，还需要一套系统的方法论来帮助我们测试或预测系统的功能行为，使之符合用户的预期，否则复杂系统在大部分情况下可能会表现出未知的行为。</li></ul><p>第一个问题也是传统简单的Actor模型在复杂项目中会遇到的问题，传统的Actor模型一般有两个假设：一是Actor足够小，甚至几乎就是一个函数；二是Actor函数功能本身类似纯函数，这样它内部就没有状态，整个问题就简化了很多。这种模型针对那种只是业务量多、但是业务之间相对独立的业务场景是比较合适的，例如Erlang本身针对的电信业务场景，以及Web服务类应用。但是针对更一般的业务场景，业务之间都穿插着大量的数据交互，这种交互没有比较简单的规则，所以我们传统的程序开发，最复杂的部分，也许就是这种数据管理的复杂性：每个业务函数本身的逻辑可能是比较清晰的，但是为了执行这个函数以及为了知道什么时候需要执行这个函数，我们需要从整个程序到处去寻找条件，例如来自各个地方的上下文数据，和各个逻辑的前置条件，这通常没有一个简单的解决方案，这可能也是编程学习门槛中相对编程语言语法本身更复杂的部分。</p><p>在后面的介绍中，我们将通过类型系统以及对应的互操作机制，来解决这个问题。同时也会通过更深刻地洞察和借鉴复杂系统的一些思路来解决第二个问题。</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="相关知识">相关知识<a href="#相关知识" class="hash-link" aria-label="相关知识的直接链接" title="相关知识的直接链接">​</a></h2><p>本节我们会简单介绍一些零碎的已有相关知识，当然这里仅介绍它们的一些基本概念和思路，其目的是为了理解其中的思想，从而更好地理解我们的架构怎样去采用这些思想，又做出了什么调整，为什么要做出这样的调整，以及做出了这些调整之后带来了什么新的变化。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性">互操作性<a href="#互操作性" class="hash-link" aria-label="互操作性的直接链接" title="互操作性的直接链接">​</a></h3><p>互操作性的 <a href="https://en.wikipedia.org/wiki/Interoperability" target="_blank" rel="noopener noreferrer">定义</a> 如下：</p><blockquote><p><strong>Interoperability</strong> is a characteristic of a product or system to work with other products or systems.</p></blockquote><p>由定义可以看出，互操作的本意在程序的环境下就是函数调用的能力，但互操作性大多是指两个相对比较隔离或者不同语言的系统之间的函数调用，内部的函数或编译到程序内部的第三方函数调用则不需要强调它的互操作性意义。例如宿主程序与动态脚本程序之间的互操作，例如C++与C或者Rust与C之间的互操作，甚至一个虚拟机支持的多个语言编程的程序之间的调用或通信。在这类情况下，被调函数的类型是无法被编码到程序中的，这通常需要程序内部实现一个对应的内部类型，然后相互之间通过某种格式的字符串来传递信息。所以互操作通常是和标准相关的：</p><blockquote><p>If two or more systems use common data formats and communication protocolsand are capable of communicating with each other, they exhibit<em>syntactic interoperability</em>. XML and SQL are examples of common data formats and protocols.</p></blockquote><p>传统的软件世界通过一些标准来建立互操作的基础，例如HTML、XML、SQL、USD等等，比如Nvidia就基于USD构建了Omniverse，由于其对USD格式的良好支持，使得其可以兼容大部分的内容制作工具，就构建起一个以Omniverse为中心的内容和应用生态。</p><p>Tim在2019年的演讲<a href="https://dl.acm.org/doi/10.1145/3306307.3339844" target="_blank" rel="noopener noreferrer">《Foundational principles &amp; technologies for the metaverse》</a>中大量提到了标准，为了实现多个独立应用程序之间的协作，那么必然要建立大量的标准，有了这些标准，互操作就变得简单，例如《堡垒之夜》现在的Creative模式实际上已经有了很多标准，比如一个物体怎么摆放在环境中，并可以被其他玩家交互，这都是可以由Device来定义的，这实际上就是一种形式的标准或者接口，只要遵循这些标准，则可以很轻易的与其他的环境进行交互。</p><p>然而这种基于文本标准的方式仍然有一些缺陷，例如其数量是非常少的，通常必须等一个组织对一个标准有一定影响力之后才能形成实时上的标准，被更多的三方兼容和支持。想想现实世界，各个实体之间的交互和联系几乎是无所不在的，例如一个人在路边新开了一家饭店，路过的人随时可以进去吃饭，不会说还要先接一下饭店定义的一个接口。而程序是必须有严格的逻辑的，比如保证地址、参数和接口的一致性才能进行互操作，这给软件世界的互操作带来了一定的困难。我们应用程序开发的流程通常都是先定义内部数据结构，实现软件功能之后，再以一定的形式封装一些接口，并以某种方式公布出来，由感兴趣的三方去集成。然而实际上有大量的软件开发者是没有精力或者能力去提供这些接口的。想象一个场景：开发者A开发了某个应用给用户新增了一种新的健康类的数据信息，这个数据本来是属于用户的，这个时候用户想要用这个数据来实现另一个事情，TA想自己或者说让其他开发者B帮助开发一个应用来使用这些数据，这种情况下通常是做不到的，因为开发者A可能并没有太多动力去提供这个接口，因为TA可能要耗费很大的精力，除非平台提供一些这种非常便利的机制使得TA可以很轻易地暴露出来。</p><p>其实更深刻一点理解，互操作问题其实是一个软件碎片化的问题。传统的软件开发都是先开发内部数据结构和数据存储，然后在必要的时候再把API包装使用某种形式的标准包装成外部接口，这样就造成碎片化，因为即使是针对同样的一类逻辑和数据，不同的应用程序或服务往往会定义不同的数据结构或处理逻辑，这就形成API的碎片化，使得相互之间非常难以协作。试想你可以在两个应用之间协商修改各自的API接口及定义，这是一对一的关系，或者说像支付宝这种平台性质的接口也是容易定义，这是一对多的关系，一对多的关系发展显然是缓慢的，必须让这个“一”有机会且需要时间发展壮大。如果我们希望一种更加高效，更加丰富的协作机制，那么显然我们需要多对多机制，这里面就要求我们对软件开发流程做一些调整。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/usd-1109031da5c391a7ac8194a67e234d38.png" width="1954" height="864" class="img_ev3q"></p><p>要想实现这种机制，其实现有的很多技术可以给予很多启示。我们先看USD格式，尽管从表面看USD跟其他的标准类似只是一种数据格式或协议，但实际上它远远不止如此，它还是一种非常易于扩展的格式，它提供了一种plugin的机制使得开发者可以对格式做很多定制和增强功能，并且可以通过一个Schema定义来生成自己定义格式的解析代码，然后通过Plugin来调用自定义的格式解析和代码。这就好比它帮助你编写了文本格式的编解码，尽管看起来不过如此，看起来只是一种模板化的代码生成机制，但是当这种解析代码能够与逻辑高度融为一体的时候，事情的本质发生了一些变化，试想使用USD你的流程是这样：首先针对一种特定数据自定义一个Schema，然后调用USD的API帮助我们生成相关的解析代码，如果这段解析代码能够以某种机制被其他开发者拿到，那么TA的程序就能够轻松解析我们的API。当然如果你修改了Schema，仍然需要对方进行同步，但是这种流程本质上改变了我们的思路：过去我们是先定义内部做法，再与外界沟通，这就容易带来一些复杂度和碎片化；现在是我们先想着自己就是基于一种标准在开发，然后需要的时候就能够很方便地暴露出去，这里USD充当了一种协调的机制并为这种协调的机制提供了一些辅助功能。苹果的usdz格式以及英伟达的MDL都是基于USD的这种扩展能力来实现自定义的资源格式。</p><p>API碎片化的第二个例子是LLVM，本质上LLVM在编译器领域的创新主要做的是模块化，早期的编译器开发，各个前端都要分别集成各个后端，编译器开发的复杂度非常高，这里面其实就是多对多的问题，看似很简单，每个前端与每个后端分别调一调，但随之代码的管理和维护成本是很高的，有时候某些内部设计不一致就会导致大量的重复，这就是碎片化问题。由内而外的设计总是不可避免会导致碎片化，碎片化带来软件复杂度，管理和研发成本。当LLVM提供了一个统一的低层IR表述之后，编译器的复杂度大大降低，比如现在能够很轻易地开发一些DSL语言，因为你完全不需要操心后端，只需要把你的代码生成LLVM IR即可。</p><p>当然LLVM并没有提供类似USD那种生成格式的机制，那是因为LLVM只有一种IR，所以写成一种固定的格式即可，过去的编译流程基本上都比较简单、固定。但是随着现代深度学习编译器的进展，由于深度学习有着相对比较特定的数据表述，各个公司内部都有开发一些特定的编译流程，它是比一般的LLVM IR更上层的抽象，所以我们对多层级IR表述又有了需求，于是在LLVM的基础上又发展出MLIR，它允许开发者社区能够自定义IR。然而与USD的Schema非常相似的地方是，MLIR为了避免碎片化，使不同开发者自定义的IR之间能够更轻易的协作，它也提供了一种类似的代码生成机制，在MLIR中称为Dialect ，例如如下的Dialect定义：</p><div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">def Toy_Dialect : Dialect {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let summary = &quot;Toy IR Dialect&quot;; let description = [{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    This is a much longer description of the</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    Toy dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    ...</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}];</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  // The namespace of our dialect.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let name = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// The C++ namespace that the dialect class // definition resides in.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">let cppNamespace = &quot;toy&quot;;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>生成的C++代码如下：</p><div class="language-cpp codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-cpp codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">class</span><span class="token plain"> </span><span class="token class-name">ToyDialect</span><span class="token plain"> </span><span class="token operator">:</span><span class="token plain"> </span><span class="token base-clause keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token base-clause"> mlir</span><span class="token base-clause double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token base-clause class-name">Dialect</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">public</span><span class="token operator">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">ToyDialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">MLIRContext </span><span class="token operator">*</span><span class="token plain">context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token operator">:</span><span class="token plain"> mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token function" style="color:rgb(80, 250, 123)">Dialect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> context</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      mlir</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">TypeID</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token generic-function function" style="color:rgb(80, 250, 123)">get</span><span class="token generic-function generic class-name operator">&lt;</span><span class="token generic-function generic class-name">ToyDialect</span><span class="token generic-function generic class-name operator">&gt;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">static</span><span class="token plain"> llvm</span><span class="token double-colon punctuation" style="color:rgb(248, 248, 242)">::</span><span class="token plain">StringRef </span><span class="token function" style="color:rgb(80, 250, 123)">getDialectNamespace</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;toy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">void</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">initialize</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样多种IR就可以能够被轻易组合使用，你可以选择社区各种丰富的模块进行组合，来生成特定的编译流程，所以MLIR又称作“生成编译器的编译器”。实际上，碎片化在工业界是一个很大的问题，每家公司在开发自己的软件的时候不会考虑那么多，觉得我只要投入研发资源把自己软件做好就行，但是真正在用户侧使用的时候，TA可能需要多个软件是可以相互协作的，甚至你的用户可能就是开发者，这个开发者可能希望不同的软件可以被更高效的集成和管理。LLVM的作者Chris Lattner最新的创业公司Modular实际上核心就是解决这个问题，他的新编程语言Mojo，除了一些语法层面的传统一点的东西，很多核心能力都是来源于底层的MLIR，其中MLIR跟Mojo有更深度的整合，使得Mojo具有很强的元编程能力。Modular的最核心的逻辑其实跟当年的LLVM类似，解决碎片化问题，当然Modular有很多现在软件的运营思路可能会形成更好的平台和生态，因此它是一家商业公司，不仅仅是一个开源项目。</p><p>上述的软件架构都为解决应用之间互操作及其碎片化提供了很好的思想，然而为了更好的软件协作，这些机制还不够。上述的软件都是比较偏底层的基础软件，而不是面向上层用户侧的，因此不需要考虑很多其他问题，比如性能和格式的进化。当进入到一个更上层的消费端应用，首先上述的方式在不同的模块之间交换的都是文本数据，如果你让一个实时的游戏内部的每一次互操作都需要编解码文本，这显然是会影响性能的；此外，应用层的需求更容易变化，即使平台提供了一种生成统一格式解析的代码及其发现的机制，但是怎么应对这些格式的更频繁地变化呢？为此，RealityIS在这些方面做出了一些创新尝试。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="面向对象编程模型">面向对象编程模型<a href="#面向对象编程模型" class="hash-link" aria-label="面向对象编程模型的直接链接" title="面向对象编程模型的直接链接">​</a></h3><p>我们现代的项目开发使用的编程语言，或多或少大部分是和面向对象相关的，尽管看起来面向对象的本质是让我们更好地封装各自比较独立的逻辑，使大规模软件组织起来更加轻松：你不需要关心其他对象的内部逻辑就可以轻易地和它们一起组合起来协作。</p><p>然而实际上并不是这样，大部分面向对象编程语言会让人（特别是初学者）误以为编程就应该这样，它是在模拟真实世界的运行机制。那为什么这么完美的模型却没有产生这么完美的体验呢？直到最近一年多对面向对象的更多理解（特别是Erlang）才体会到其中一些问题。</p><p>Erlang之父Joe Armstrong在一次采访中（<a href="https://link.zhihu.com/?target=https%3A//www.infoq.com/interviews/johnson-armstrong-oop/" target="_blank" rel="noopener noreferrer">Ralph Johnson, Joe Armstrong on the State of OOP</a> ）讲到：</p><blockquote><p>Alan Kay himself wrote this famous thing and said <strong>&quot;The notion of object oriented programming is completely</strong> <a href="https://www.zhihu.com/search?q=misunderstood&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">misunderstood</a><strong>. It&#x27;s not about objects and classes, it&#x27;s all about messages</strong>&quot;. He wrote that and he said that the initial <a href="https://www.zhihu.com/search?q=reaction&amp;search_source=Entity&amp;hybrid_search_source=Entity&amp;hybrid_search_extra=%7B%22sourceType%22%3A%22answer%22%2C%22sourceId%22%3A703226836%7D" target="_blank" rel="noopener noreferrer">reaction</a> to object oriented programming was to overemphasize the classes and methods and under emphasize the messages and if we talk much more about messages then it would be a lot nicer. The original Smalltalk was always talking about objects and you sent messages to them and they responded by sending messages back.</p></blockquote><p>Alan Kay认为OOP的核心是关于消息，但是这样说其实我个人觉得并不太好理解到本质，因为消息更像是OOP这种设计下的一种机制或结果，而不是OOP本身的定义。我觉得OOP的本质应该是隔离，只有做到真正的隔离，才能真正降低系统的复杂度，因为绝对的隔离使得你完全不需要也不能了解另一个物体内部的运作，你们只需要通过一些外在的属性进行交互，我们的开发也仅需要了解这些简单的外在属性。现代大部分编程语言更强调的是object和class，认为对象的核心是关于封装，这本身也没有错，封装的目的也一定是为了让别人不需要关注你的内部细节，但问题在于，很多面向对象编程语言忽略了隔离的意义，为了方便程序员更灵活直接地获取数据和方法，提供一些机制，使得一个对象可以很轻易地访问到另一个对象内部的、跟其内部运作相关的数据或方法，这些原本是需要绝对隔离的。这种设计就使得隔离失去了意义，尽管我们可以指定规范要求自己以对象为单位进行绝对隔离，但是大部分情况下，我们很难做到一个很好的设计，最后的结果是程序内部对象之间相互耦合太多，不管是管理、维护、理解起来都是花费很大的精力。</p><p>Erlang就采用了一种不同的机制，它从语言体系上就不允许对象之间能够直接访问内部数据或方法，每个函数都分配为独立的线程，线程之间只能通过消息进行传递和联系，这样程序员就很难写出耦合比较深的代码，同时这种隔离对并行计算和分布式也带来了好处。所以Joe Armstrong说，根据Alan Kay的描述，Erlang可能是唯一真正面向对象的编程语言：</p><blockquote><p>Erlang has got all these things. It&#x27;s got isolation, it&#x27;s got polymorphism and it&#x27;s got pure messaging. From that point of view, we might say it&#x27;s the only object oriented language and perhaps I was a bit premature in saying that object oriented languages are about</p></blockquote><p>再回过来看面向对象的核心为什么是隔离，是因为真正的隔离机制才能保证避免耦合，才能降低软件复杂度，因为一个大型的软件系统有无数的对象，如果对象之间存在耦合的可能，那维护起来将是非常不容易的。而当你只提供了强隔离的机制，不让程序员能够很方便地获取另一个对象的引用，剩下的结果就是对象之间只能通过消息通信了，这就是Erlang的整个架构设计，这也是为什么Erlang是真正的面向对象编程语言。也因此，消息更像是隔离机制带来的结果。</p><p>就像现实世界一样，微观的每个原子内部都有自己特定的结构，原子之间相互作用形成分子，进一步形成宏观物体，宏观物体通过内部分子结构形成特定的外在属性，但是其他物体与之交互从来不需要了解其中的内部结构，这就是面向对象的美好世界，然而传统的面向对象编程模式则为了便利为一个对象访问另一个对象的内部结构开了一个口子，这个口子不仅破坏了面向对象的编程思想和精髓，也失去了其带来的好处。</p><p>尽管Erlang看起来是一种完美的架构，然而消息通信是一种操作起来不太便利的方式，比如为了进一步解耦它通常是传递字符串消息，字符串需要编解码，带来了性能问题；而另一方面消息编程模型通常是异步的，使得对逻辑的流程管理失去了控制力。RealityIS在这两个方面都做了一些创新尝试，使得开发者既可以像传统的局部变量一样去方面其它对象的数据，又可以像Erlang一样拥有绝对的隔离，这种隔离带来编程复杂度上的减少，降低编程门槛。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="虚拟机">虚拟机<a href="#虚拟机" class="hash-link" aria-label="虚拟机的直接链接" title="虚拟机的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="基于组合与ecs">基于组合与ECS<a href="#基于组合与ecs" class="hash-link" aria-label="基于组合与ECS的直接链接" title="基于组合与ECS的直接链接">​</a></h3><p>例如游戏就是一个这样的例子，尽管仍然有基于传统的面向对象编程模型来开发的游戏程序，但是大部分的游戏框架或架构或多或少都是基于组件的，因为游戏的逻辑非常复杂，没有比较线性的流程，类似于复杂系统，系统跟系统之间存在非常复杂无序的相关性。游戏中的组件某种程度上类似一个Actor，它们都尝试把子系统的逻辑都尽量封装在内部，不同的是，由于组件之间的交互复杂度非常高，例如一个组件的输入消息会来自多个其它组件，而不是像简单的Actor模型只是一对一的通信，因此游戏程序的执行逻辑是按组件进行排序，每个组件有个语义上的顺序，这样的机制保证只要顺序安排得当，就不用去处理复杂的依赖顺序问题，而且当每个组件被执行时，它需要的数据总是能够得到满足。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="隔离与沙盒技术">隔离与沙盒技术<a href="#隔离与沙盒技术" class="hash-link" aria-label="隔离与沙盒技术的直接链接" title="隔离与沙盒技术的直接链接">​</a></h3><p>现在整个编程语言以及编译的体系架构，都是基于一个假设，即整个应用程序的所有源代码都被编译为一个单一的应用程序，这也即是编译和构造一个应用程序的主体可以认为是只有一个主体，即开发者，不管你背后是一个大团队或者大公司，最终编译发布应用程序的是一个特定的个人、部门或者组织。这样说有什么意思，这就意味着，整个应用程序的安全性由这个单独的主体负责，你需要解决软件的bug，检查所有可能的安全漏洞等等，保证软件最终运行是可靠的。而对于编程语言来讲，它不对软件的安全做任何假设：理论上，只要你拥有源代码，你就可以几乎访问整个应用程序内存中的数据，所以你必须确保你程序中的所有逻辑行为是正常的。如果所有代码都是由你自己公司的程序员编写的，这当然是天经地义的事情，如果你使用了第三方的开源代码或者闭源的二进制库，你必须由你自己去确保这些第三方的代码不会破坏你的软件运行。</p><p>这样天生就将每一个软件当作一个封闭、独立的环境，操作系统的内存分配和管理系统保证你的内存不会被其他进程的程序非法访问，这样软件就可以安全地运行，当然即使如此，你的程序当中涉及对外部数据读取的部分仍然可能导致内存安全问题。然而这种隔离是与我们现实世界的运行方式完全相反的，现实世界整个体系是基于协作和分工来实现文明发展的，计算机本来具有更强大的逻辑体系，然而实际上我们并没有在软件世界建立起比较简单地分工与协作机制。</p><p>现代软件变得越来越复杂，这种复杂的体系结构本来就希望能够借助更多的协作与分工的精神和思想来实现更大的复杂度和功能，这种协作的第一个要求是让未受信任的第三方代码可以在你的内存环境中执行代码。这也是《堡垒之夜》面临的第一个问题。按照现代编程语言的一些思路，一个源代码能够在一个内存环境中被执行，那表示其对应的主体知道和负责其中的安全问题，编程语言本身没有太多机制来解决这个问题。这又分为两种情况：静态语言和动态解释性脚本语言。对于动态而言而言，如lua，它们通常不能直接访问内存，开发者所能操作的都是封装在一定类型和对象中，现代大多数编程语言都按照类型进行寻址，也即是类型系统本身基本上可以保证程序的安全，如果你的源代码不知道一个对象的地址，你就不可能访问到它。然而实际现在大多数编程语言都提供静态变量或者全局常量之类的方式，这种方式使得内存环境中的其他代码可以获取到这些共享信息，从而对软件进行破坏。为了避免这种问题，Roblox就对Lua进行了改造，叫做Luau，比如通过禁止全局变量，以及禁止一些能够访问全局变量的库函数等等机制来实现一种沙盒安全，这样第三方开发者开发的代码就可以放心地在Roblox app中运行。</p><p>如果第三方未受信任代码是二进制的机器码，这个问题就更严重了，因为机器码是可以访问内存地址和寄存器的，那可以造成的破坏是无法想象的。然而人们仍然希望能够实现类似分工协作的方式，这方面最具有代表性的例子就是浏览器，浏览器是一个非常复杂的软件，现代浏览器往往都可以支持第三方二进制的插件，来提供一些更高性能的增强功能，例如浏览器的字体渲染往往都是使用第三方字体渲染库。为了解决这种由于未受信任二进制代码导致的安全问题，人们提出一些软件隔离（software-based fault isolation，SFI）技术，相对应操作系统或硬件的内存隔离，SFI是用于构建包含未信任组件的安全系统的一种轻量级方法，能够用于减少由于内存安全bug导致的攻击，SFI通过严格将第三方未信任软件限制在自己的沙盒内存区域，来隔离这种内存安全导致的破坏。用例包括浏览器使用SFI来扩展第三方组件，例如经典的Native Client SFI syetem（NaCI）使用SFI来扩展第三方c库，使得浏览器可以使用如第三方的字体，音频，XML解析等库；在边缘计算节点与第三方未信任客户环境进行联合计算等等。</p><p>NaCI存在较大的运行时性能，因为它的机制一般对第三方代码不做太多要求，假设其按照一般的方法进行开发，然后仅仅在调用这些方法的时候为其分配独立的内存区域进行隔离，它基本上是用软件模拟操作系统的内存隔离机制，比如每次切换都需要保存大量的状态和寄存器地址等等。为了减少这种隔离导致的代价，Web Assembly就使用另一个思路，由于Web Assembly程序都会编译为Wasm文件，由Wasm虚拟机解释执行，而不是底层的二进制代码，所以Web Assembly有机会对程序进行一定的分析，通过基于Control-Flow Integrity (CFI)技术，Web Assembly的编译器可以检查出程序中哪些代码可能会对这种沙盒环境造成破坏，从而禁止这样的代码生成合法的Wasm程序，因此也就实现了沙盒安全。但是由于这种检查是在编译期，并对第三方程序的构造过程有一定的要求，因此在实际执行的时候就可以避免在这种隔离安全的保护机制上花费过多的开销。</p><p>Web Assembly之所以是一种未来非常有潜力的技术，不仅仅得益于对Web的友好，接近机器码的字节码，多语言支持等等，这种沙盒技术也是很大的一个技术点。在Web Assembly之前还没有一种技术可以很好地普及和运用沙盒技术，例如JVM上有一些方案，但大多有些性能问题，或者不能完全保证安全，或者方案比较重。Web Assembly这种优秀的沙盒技术使得沙盒模式在以后的软件构造中可能被大规模使用，也就会实现更多的软件协作与分工，事实上比如现在对未受信任多应用环境要求比较高的环境如区块链就大多转型Web Assembly，而如Docker和Severless这种对虚拟环境要求比较高的环境也在逐步转向Web Assembly。</p><p>尽管Web Assembly的隔离技术非常优异，但是它并没有改变程序本身的构造方式，即如果你的代码本身就不含破坏别人的恶意代码，那么其实你的开发过程与过去的方式并没有什么区别。而RealityIS希望简化编程的开发，如本文后面编程方面的内容，我们还希望对编程的体系做出一些调整。因此我们会把各种问题放到一起考虑，而不是单纯一个一个地解决问题。例如软件的可组合性、模块化、编程复杂度的降低、互操作等等。</p><p>如后面的内容所知，我们还对应用程序的构造方法进行了调整，而不是仅仅把程序当作一个黑盒子来进行统一的隔离，例如传统的隔离技术大都是基于比较底层的编译惯例，如方法调用（Calling Convention）来设计隔离机制，这样使得不需要对用户的开发过程造成太大的影响。在Reality Create中，我们的每个组件的很多行为和构造过程是由运行时自动推导进行的，因此我们本身已经对用户的开发过程有一定的影响，这同时也意味着我们对程序的结构有着更多信息，因此我们可以在更上层的地方实现一些隔离机制，同时由于上层的机构包含对程序的更多的信息，因此会带来一些新的灵活性和能力。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="复杂系统">复杂系统<a href="#复杂系统" class="hash-link" aria-label="复杂系统的直接链接" title="复杂系统的直接链接">​</a></h3><p>从两个方面理解，内在结构和外在特征，内在结构通常在工业设计方面有很多实践。外在特征则更偏理论。</p><blockquote><p>A complex system is a system composed of many components which may interact with each other. Examples of complex systems are Earth&#x27;s global climate, organisms, the human brain, infrastructure such as power grid, transportation or communication systems, complex software and electronic systems, social and economic organizations (like cities), an ecosystem, a living cell, and ultimately the entire universe.</p></blockquote><p>Complex systems are <a href="https://en.wikipedia.org/wiki/System" target="_blank" rel="noopener noreferrer">systems</a> whose behavior is intrinsically difficult to model due to the dependencies, competitions, relationships, or other types of interactions between their parts or between a given system and its environment. Systems that are &quot;<a href="https://en.wikipedia.org/wiki/Complexity" target="_blank" rel="noopener noreferrer">complex</a>&quot; have distinct properties that arise from these relationships, such as <a href="https://en.wikipedia.org/wiki/Nonlinear_system" target="_blank" rel="noopener noreferrer">nonlinearity</a>, <a href="https://en.wikipedia.org/wiki/Emergence" target="_blank" rel="noopener noreferrer">emergence</a>, <a href="https://en.wikipedia.org/wiki/Spontaneous_order" target="_blank" rel="noopener noreferrer">spontaneous order</a>, <a href="https://en.wikipedia.org/wiki/Complex_adaptive_system" target="_blank" rel="noopener noreferrer">adaptation</a>, and <a href="https://en.wikipedia.org/wiki/Feedback" target="_blank" rel="noopener noreferrer">feedback loops</a>, among others. Because such systems appear in a wide variety of fields, the commonalities among them have become the topic of their independent area of research. In many cases, it is useful to represent such a system as a network where the nodes represent the components and links to their interactions.</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="realityis架构哲学">RealityIS架构哲学<a href="#realityis架构哲学" class="hash-link" aria-label="RealityIS架构哲学的直接链接" title="RealityIS架构哲学的直接链接">​</a></h2><p>RealityIS的整个架构设计经历了整整一年多的时间，可以参看另一篇文档记录了整个思考过程。整个过程其实是一个非常复杂的思考过程，一开始只有部分残缺的思想，不断在细节和总体之间不断来回切换，慢慢构筑起更完整的体系（我会用一篇博文介绍整个思考的过程）。所以当回来再来看整个架构时，我们必须要形成清晰而简洁的方法论甚至哲学思想。这不仅有助于后来者更好地理解它，而不需要陷入很多细节，同时这也尤其是这样一个面向未来的技术架构具有学习和研究价值的地方。</p><p>定义：</p><p><strong>RealityIS是一个以互操作性为核心目标的分布式系统和架构，它的愿景是构造一个无边的数字世界，使得任何人都可以向这个系统动态添加新的子程序，这些子程序可以和其它子程序任意交互，这个系统可以像生物系统一样自我进化，从而通过复杂系统的机制涌现出更加智能、丰富和个性化的数字世界体验</strong>。</p><p>RealityIS通过以下两种理论依据来构筑上述的目标，也即是它的架构哲学：</p><ul><li><strong>它是区块链去中心化思想的一般化，它将区块链的数字类型延升为通用数据类型，然后通过动态类型系统使得所有虚拟机和程序都可以访问用户任意数据，最后通过数据与功能分离使得这种访问能够被用户授权精确控制</strong>。</li><li><strong>它以复杂系统为理论基础来构筑整个计算框架，用户开发的程序以小粒度的组件为单位，组件之间的交互不需要全局的中央控制，而是通过类型系统实现局部的自动交互，系统内的组件可以任意动态组合</strong>。</li></ul><p>在上述的哲学思想中，去中心化的思想定义了外在结构，而复杂系统的理论定义了内在结构，我们将在后面的内容中详细分析。</p><p>从前面的定义可以看出RealityIS的两个主要目标是：</p><ul><li>互操作性</li><li>自我进化</li></ul><p>这两个目标的目标则是为了进一步实现更彻底更丰富的数字化，使之真正成为一种人人参与的数字经济。这两个目标也是RealityIS能够区分过去的各种软件或分布式系统，完全的互操作性是数字经济的基础，有了这个基础，更多的数字内容才可以更好地协作，从而产生经济行为。而自我进化则意味着，当我们由现在这种固定功能的软件走向更加动态、丰富的数字世界，这种复杂的交互必须要涌现出新的更高的数字智能，这种智能要超过传统单一软件的功能。</p><p>为了实现这两个目标，我们以区块链和复杂系统两个比较完善的理念作为理论基础。尽管区块链并不是专为互操作性而设计的，但从下一节的分析可以看出，我们可以从区块链的一些思想中延升出一种一般化的互操作思想，同时又兼具去中心的能力。而复杂系统的原理和方法论则为这种动态的大规模程序的组织和功能涌现提供了比较稳固的理论指导。</p><p>从上面的定义也可以看出另一个重要的方面，即尽管RealityIS涉及软件构造方法，但我们并没有涉及较低层的编译和编程语言层面。当然后面会分析，ReallityIS也绝不单纯是一个软件架构，它也涉及到对编译过程和编程语言一些思想的重新解读，以及将来也涉及对编译器和编程语言的某些改造，但是这种改造主要是结构性的，或者说不会对传统编程语言和编译器的核心部分进行修改。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="建立互操作数据抽象">建立互操作数据抽象<a href="#建立互操作数据抽象" class="hash-link" aria-label="建立互操作数据抽象的直接链接" title="建立互操作数据抽象的直接链接">​</a></h3><p>区块链是一个分布式系统，尽管这种系统出现的目标并不是为了解决一般软件开发中的互操作性问题，它也不是为解决传统分布式计算问题而设计的分布式软件架构。但通过洞察它的一些特性，结合互操作性的一些技术需求和特征，我们则可以得到不同的启示。这种启示可以说是RealityIS最核心的部分。</p><p>本节我们将从不同的角度来解读区块链系统，以及怎样从这种解读中发现建立互操作系统的方案。</p><p>我们可以认为区块链系统有三个技术特征，或者说可以从这三个方面来解读区块链系统：</p><ul><li>类型</li><li>数据</li><li>安全</li></ul><p>需要注意的是，这三个层面关注的并不是区块链核心的共识机制的部分，而是它作为一个软件架构的层面。同时这里尽管我们也会涉及去中心化的思想，但是这也并不是指区块链中使用分布式账本存储的去中心化方式，我们考虑的去中心化是指通过一种将软件功能和用户数据隔离的应用程序构建机制，使得应用开发商不再具有掌控用户数据的能力，从而也是一种去中心化的概念。但是这种去中心化依然需要借助某种方式的中心化计算，不过在这种架构下用户对数据具有更透明的控制。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="区块链的软件构造视角">区块链的软件构造视角<a href="#区块链的软件构造视角" class="hash-link" aria-label="区块链的软件构造视角的直接链接" title="区块链的软件构造视角的直接链接">​</a></h4><p>如果我们从区块链分布式系统中的任一节点去看，这个节点可以看作一个简单的虚拟机，这个虚拟机每次计算执行一个非常简单的程序，即对某两个账户执行价值交易。我们这里不考虑这个价值交易的算法本身，仅把它当作一个程序，然后思考为了支持这个程序的开发和运行，区块链上的虚拟机应该具备什么功能？</p><p>我们知道传统的虚拟机的核心机制实际上就是一个具有某种语法的编程语言的解释器，然后使用这种语法编程的程序源代码作为输入，虚拟机对源代码进行解释并执行，这种编程语言的语法通常支持现代比较高级的一些语法，例如Lua，Python，Java等编程语言都支持这种虚拟机的执行方式。</p><p><img loading="lazy" alt="img" src="/zh/assets/images/blockchain-arch-e9c849fb7a81df7821f43c49b27f46b7.svg" width="626" height="258" class="img_ev3q"></p><p>尽管不是很容易理解，但我们可以把一个程序的结构看成是这样的抽象：即程序由数据、类型和代码组成，如上图（a）所示，当然这里的数据主要是作为程序输入的数据，而不是指代码内部也可以产生的很多的内部数据结构及内存存储，那么这里的类型自然也是指这种外部输入的数据结构的类型。一般的程序，其数据和类型都是定义和存储在程序内部的，用户只是在使用其中的功能。</p><p>从这个角度看，我们可以把区块链的账本看成数据，然后账本对应的类型是float类型，对应的代码则是区块链虚拟机执行的共识算法。</p><p>但比较隐晦的地方在于，float是一个非常简单的数据类型，并且区块链只处理这种简单的外部输入数据，所以它看起来并不包含一个类型定义。如果我们把这个复杂度延升一下，即如果区块链能处理任意类型的数据，那么就必须要定义类型结构，然后虚拟机以某种方式按照类型定义进行解析。这其实就是传统的虚拟机机制，即输入虚拟机的源代码中包含对于处理的任何数据的类型定义。比如以太坊的智能合约就是比区块链更复杂的脚本语言，它就可以包含更复杂的类型定义。</p><p>但是我们这里却不想这么做，因为我们看到了区块链的另一个不同寻常的特性，也就是它的去中心化特性的来源，即它的数据（即账本）存储在一个独立于程序（虚拟机上的共识算法程序）的地方，即数据和程序是解耦的。所以这驱使我们想要进一步弄清楚它的独特的程序组织背后的思想。</p><p>如果只是想要单纯地把数据与程序代码分离，直接把数据存储到外部并不是一个好的方法，这里面有几个问题：</p><ul><li>程序内部仍然会定义解析的数据类型，所以不利于虚拟机扩展处理任意动态的类型</li><li>存储在外部的数据只是一个单纯的数据，它们并没有多少语义的信息，所以用户既不知道怎么管理它们，也无法理解它们。想想理论上我们任何应用的用户都可以打开存储在应用内部文件夹中Sqlite的数据库，但是哪些数据可能对用户并无太大意义。</li></ul><p>用户对数据最通常的管理是授权，保证只有经过用户许可的软件才可以访问这些数据。所以仔细思考区块链系统背后的思想：<strong>即区块链可以做到对数据的授权管理</strong>，尽管区块链的数据也是存储在独立于程序的地方，但是它可以做到对数据的权限管理，尽管这需要共识机制协作来保证，但从程序的机制来看，我们可以理解为这种使对数据的权限管理变得可能的原因在于：</p><p><strong>用户了解数据的意义，然后在交易的时候用户将这个语义传达给虚拟机，虚拟机按照用户指定的意义及权限机制对数据进行处理。</strong>这个意义某种程度上就是类型，用户对一个“类型+数据”进行授权，类型在这里升华为某种语义信息或者意义，因为我们在日常生活中所作的事情，其实大多数都是对某类事情进行处理，而这个类型在我们生活中就是包含特定意义的事物，这些事物我们都可以通过名字或类型来区分，类型充当了代表一件事物的语义。</p><p>所以当用户在看待自己链上的一个账本数据时，这个数据不光只是一个数值，同时也代表了账本这个类型，只不过由于区块链的虚拟机仅处理这一种数据类型，所以这个类型被隐式表述了，即使没有任何地方定义这个类型，区块链虚拟机也总是能够正确解析这个数据。并且当用户通过给出密钥进行授权计算的时候，TA表达的就是对账本这个类型的数据进行授权。</p><p>所以要想把区块链上述这种程序视角的意义扩展到一般程序，即让任何程序的数据都可以独立于程序的代码而存储，并且用户可以对数据进行授权管理，那么我们可以从一下三个方面对区块链进行扩展：</p><ul><li>将单一的float类型扩展为一套动态类型系统</li><li>将数据按类型存储在独立于程序代码的地方</li><li>虚拟机在运行时配合用户的权限设置对数据进行访问</li></ul><p>一下我们分别深入分析这三个方面的扩展涉及到的一些思考和逻辑。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="类型">类型<a href="#类型" class="hash-link" aria-label="类型的直接链接" title="类型的直接链接">​</a></h5><p>程序要对数据进行处理，当然必须要知道正确的数据类型，即知道数据内部的每个字节表示什么含义。通常外部传入一个json字符串，然后程序内部首先会定义一个对应的数据结构类型，然后有一个解析函数对json字符串进行解析并将之转化为内部数据结构的一个对象。如下图（a）所示：</p><p><img loading="lazy" alt="image-20230901145523283" src="/zh/assets/images/blockchain-type-3118cd5f279e72ce2768e9b698a142d8.svg" width="833" height="259" class="img_ev3q"></p><p>但如前面的分析所知，这里会带来两个问题：</p><ul><li>用户数据管理和授权的问题</li><li>程序根据用户授权进行安全控制</li></ul><p>由于解析器在程序内部，所以数据对于用户而言仅仅是一些字节，如果有非常多的数据，用户根本不知道哪些数据是对应什么意义，即使用户可以自己去根据文本内容自行判断，甚至给这些文本数据加上一些标签或名字，但是这不仅会增强用户对数据的管理复杂度，而且这种分类行为或结果与实际的数据意义可能还是不一致的。<strong>因此，用户无法针对数据进行授权管理</strong>。</p><p>对于第二个问题，由于解析器处于程序内部，那么就无法保证程序会遵照用户的授权结果进行处理。首先同样因为上面无法对数据进行授权的原因，也不存在一个外部程序可以确保数据会按照用户的旨意被某个程序处理，因为谁都不知道这个数据的意义的什么，这种情况下只有将数据传递到程序内部，由程序内部的解析器去做类型解析和分析才知道数据的意义，也就是说只有程序才知道数据的意义，但是这个时候数据已经被传递给程序了。<strong>因此，系统也无法根据用户的授权旨意将数据分配给合法的程序</strong>。</p><p>上述的分析要求，数据的形式及其定义应该在一起被管理，也就类型的定义应该处于程序之外，这样不仅用户能够知道数据的意义，从而能够正确地做出权限控制，而且系统可以借助类型系统以及用户的授权组织数据被传入未经授权的程序。即如上图（b）中所示。这就要求类型系统是独立于程序的。</p><p>这是一种非常有启发意义的视角，我们单纯去看区块链系统，很难得出这样的思维，但是其实仔细分析也是合理的。我们可以认为区块链其实包含了一个公共的类型系统，只不过这个类型系统只是包含数值类型，也至于我们甚至不需要去定义这个类型系统，这样导致人们对它的类型系统可能没有感知；然后区块链类型系统的解析器是位于虚拟机上的，即由系统控制，系统在对数据按照用户的授权执行权限控制，最后获得授权的请求才会执行最终的交易计算，我们可以认为交易才是真正的客户程序，而交易之前的类型系统和授权计算是属于平台虚拟机部分，这部分客户程序是无法控制的。</p><p><img loading="lazy" alt="image-20230901145523283" src="/zh/assets/images/blockchain-vm-a08b66af2c866b714e05aa6a4066bd14.svg" width="833" height="248" class="img_ev3q"></p><p>最终我们看整个类型系统的架构，它类似于上图所示，这里客户程序（program）仅仅是包含代码，数据被存储在其它地方，用户可以离线对数据进行授权，指定哪些程序可以访问哪些类型的数据。然后运行时这些数据被首先加载的虚拟机VM，虚拟机首先根据类型信息对数据的权限进行判断，如果这个程序被授权，则调用解析器帮助程序解析格式，并最终将程序放入到某个约定的内存地址，最后程序从这个内存地址取值进行计算。</p><p>当然实际整个类型系统的工作机制还涉及很多内容，我们在后面架构设计一节将详细介绍。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="数据">数据<a href="#数据" class="hash-link" aria-label="数据的直接链接" title="数据的直接链接">​</a></h5><p>区块链的另一个特点是数据的存储是未受保护的，甚至是明文的，任何程序都可以获取用户的账本信息。这跟传统的应用程序架构思想也是截然不同的，传统的应用架构就是为了保护用户数据而将数据完全隔离，甚至加密以防止其它程序触碰到数据，但是它们通常在内部则不做太多安全检查，假设对数据的访问都是合法的；而区块链的哲学却不一样，它认为数据的存储不重要，重要的是数据的所有权，所以它的核心是在运行时做授权检查。当然这里只是一种架构上的类比，区块链公开明文数据的机制也是由于其核心的共识机制决定的。</p><p><img loading="lazy" alt="image-20230901145523283" src="/zh/assets/images/blockchain-data-67cd9f631367cc39f743e38daea7c377.svg" width="816" height="218" class="img_ev3q"></p><p>如上图（a）所示，传统的程序将数据隔离起来，以防止其它程序访问，这种隔离机制往往是在编程模型之外的机制，由操系统来提供，因此程序不需要担心数据的安全性。例如常见至少有三种数据保护机制：</p><ul><li><strong>文件系统和应用程序沙盒环境</strong>，在现代移动操作系统中，每个应用往往都分配有独立的数据存储空间，应用程序可以将其运行过程中产生的数据存放至这里。像iOS操作系统则会为这个程序的空间创造一个沙盒环境，使得只有所属的应用程序才能访问这个环境中的一切数据。</li><li><strong>操作系统内存隔离</strong>，当一个应用程序启动后，尽管理论上所有的应用程序都是共享计算机硬件的内存，但是现代操作系统及硬件提供了很多隔离机制，使得每个程序被分配一块内存的区域，并且不管其程序代码中访问的内存地址指向何处，都不可能访问到程序之外的隔离区域。我们将在后面讨论这些机制。</li><li><strong>虚拟机沙盒环境</strong>，像Java、Web Assembly、.NET CLR等现代虚拟机环境，它们往往提供一种多种编程语言的程序互操作的能力，尽管保护力度和性能不一样，它们还或多或少提供了一些在同一个应用内部隔离不同子程序的能力。这种情况下，因为整个虚拟机及运行在其上面的所有的程序都是在一个内存环境中，所以操作系统的内存隔离无法提供保护，虚拟机往往需要模拟操作系统的某些机制来实现应用内的内存隔离。这种情况下，对于虚拟机上的每个子程序来讲，虚拟机环境本身有点类似于操作系统的概念了。</li></ul><p>从上面的分析可以看出，过去几十年计算机软件构造的发展历史，逐渐形成这种操作系统与编程模型的分工协作，也是一种硬件上的抽象，在这种抽象模型中，硬件或操作系统只需要提供如文件或内存级别的安全访问机制，而不需要关注应用实际的数据和数据结构，就可以保证数据安全；而对于应用程序，由于硬件或操作系统已经保证了数据不会被其它程序非法访问，那么整个编程模型涉及的机制只需要考虑应用业务逻辑的构造，而不需要考虑数据的访问安全，并且现代编程模型基本上都基于一个假设：即代码可以访问该应用程序内的任何资源，只要它能获取到相应的内存地址，例如在C++代码中，一个指针可以指向和访问任意应用程序内部的内存地址，即使是那些不能使用指针的脚本编程语言，它们的核心也主要是在帮助简化内存管理，而不是阻止对应用程序内任意数据的访问，例如一个对象的引用你可以传递给任何变量从而被使用。</p><p>过去几十年，这一套机制运转良好，也体现出这种抽象带来的高效率。但是这种抽象只考虑一个程序及其程序的执行，而没有考虑程序内部数据对于用户的意义。在传统的软件中，软件主要是作为一种单一的功能使用，这种功能很少涉及需要跟外部交互，它们整体在内部是自洽的，如果用户需要另一个功能，TA就去打开使用另一个软件就好。</p><p>然而近几年随着Web 3.0、元宇宙和多智能体类应用的出现，这些应用越来越凸显出相互交互和协作的特性和需求，这跟我们传统的应用构成模型是相悖的，数据隔离就失去了互操作性，尽管我们可以通过一些机制去提供一些接口让其它应用进行互操作，但是这些机制架构通常都很复杂、不可扩展、效率低下。</p><p>因此，或许我们应该像区块链系统一样，建立一层数据抽象。它可以带来天生的互操作性，同时后面我们将看到，这样的架构调整还可以带来很多新的计算特性。但是首先来看将数据与应用程序分离之后怎样保证数据的安全。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="安全">安全<a href="#安全" class="hash-link" aria-label="安全的直接链接" title="安全的直接链接">​</a></h5><p>将数据存储在应用程序之外的地方，就失去了硬件和操作系统的保护，那么平台或者应用程序就必须额外提供保护机制。这方面我们也可以从区块链系统得到一些启示，再结合传统软件架构技术的一些发展，找到一个合适的技术方向。</p><p>不考虑分布式环境，仅考虑单个虚拟机，我们可以认为区块链计算的过程如下：首先虚拟机从外部环境中获取到用户账本，然后基于用户授权执行验证计算，验证通过则执行具体的交易，我们可以把这三部分分别看作数据、虚拟机和应用程序，如下图（b）所示：</p><p><img loading="lazy" alt="image-20230901145523283" src="/zh/assets/images/blockchain-data-67cd9f631367cc39f743e38daea7c377.svg" width="816" height="218" class="img_ev3q"></p><p>首先数据存储在应用程序的外部，从前面数据部分的分析也可以看出，所以在程序运行的时候就涉及到一个数据的传输过程。关于网络传输的安全性，我们已经有了很多年的软件工程实践，这块并不会带来很大的问题。而实际上，比如在移动端这种情况下，用户的数据大部分是存储在本地的，这并不需要经过网络传输，实际上整个系统只有需要与其它用户进行交互的数据才会进行网络传输。</p><p>当数据到达本地虚拟机时，虚拟机首先执行权限计算，然后再决定一个应用程序是否可以获取这个数据以执行某种计算。这里由于虚拟机已知用户的数据类型，所以它能够对数据进行授权管理，用户可以很简单地对每种语义数据对每个应用程序进行授权，只有相应类型被授权的应用才可以访问到对应类型的数据。所以这里虚拟机完全可以执行整个授权计算。</p><p>随后，被授权的应用最终可以获取到数据执行某个逻辑计算。尽管数据需要执行权限计算，但是应用程序对这种计算并无感知，它还是像传统应用程序一样进行开发，例如它声明需要访问某个数据，如果这个数据没有被授权，它根本就不会被调用执行；如果数据被合法授权，则它的计算过程跟传统的计算是一样的。整个授权的行为对应用程序是透明的。</p><p>这种数据及其安全的抽象，使得应用程序的开发还是利用完整的传统应用开发流程，保证对开发者流程和习惯的影响带来新的学习成本和思维模式转变。而这里的虚拟机则仅有平台进行开发即可。</p><p>对于虚拟机的安全部分，传统的一些虚拟机技术如Java、Web Assembly等已经有了很多的实践可以借鉴。本文后面也会提出一些新的调整思路，以解决一些新的问题和新的思考。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="数据抽象带来互操作性">数据抽象带来互操作性<a href="#数据抽象带来互操作性" class="hash-link" aria-label="数据抽象带来互操作性的直接链接" title="数据抽象带来互操作性的直接链接">​</a></h4><p>Reality World显然不是一个区块链的架构，比如我们每个应用的主体逻辑计算主要还是在单机上计算，就像传统的应用程序一样，但是它从区块链背后的技术体系中提取中了一种很有价值的思想。这种思想来源于区块链核心的共识机制，即它需要在一个分布式系统中的所有虚拟机上执行相同的计算来达成共识，这就要求虚拟机上每次计算的输入数据，即执行交易的两个用户的账本数据，首先必须对每个虚拟机是公开的，这样它们才能顺利地获取到数据，也即是可以互操作。这是一个非常智慧和巧妙的思想，任何尝试像传统软件架构那样把数据放在一个受保护的地方，然后通过定义API等等方式提供访问都会带来巨大的软件架构上的复杂性，比如你的编解码方式、传输内容的格式都需要两边进行很多配合，带来很多的碎片化。同时，数据的解码一定不能在客户应用程序内发生，这样客户程序就始终会拿到数据，进行不可能预期的操作，解码操作必须发生在平台。如果解码操作发生在平台，我们就不需要设置复杂的数据保护措施，因为这些数据的存储以及解码的过程，启示就发生在平台内部，对客户应用程序是不可见的。</p><p>数据可能不重要，所有权才是最重要的，这是区块链思想对于传统应用架构的不同视角，它带来了新的应用形态和体验，与之同时也带来了新的软件架构思想。</p><p>尽管区块链并没有很强调互操作性，因为它的格式和系统足够简单，但我们尝试把这种思想往通用计算上去思考的时候，它就会演变成互操作性的概念，想想你在区块链的虚拟机上怎样解析用户的另一个非账本的复杂数据结构？</p><p>这种从互操作性的角度去思考区块链，以及从中得到对软件架构的启示，它为未来的数字世界软件架构带来了全新的世界和可能性。它甚至打破了传统软件架构几十年发展的思维，未来的数字世界会因为互操作性呈现完全不能的能力和形态。从后面的内容会无处不在地看到这种互操作性带来的各种新的可能性。</p><p>更重要的是，我认为这是未来实现更加智能数字世界的基础，即数字进化。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="基于复杂系统的计算架构">基于复杂系统的计算架构<a href="#基于复杂系统的计算架构" class="hash-link" aria-label="基于复杂系统的计算架构的直接链接" title="基于复杂系统的计算架构的直接链接">​</a></h3><p>前面我们讨论了在一个多应用程序环境中，应用程序之间的互操作思想和机制，即系统架构的外在结构。本节我们关注的内容是系统内部逻辑的组织方式，即内在结构。</p><p>我们关注两个视角，这两个视角都来源于复杂系统理论：</p><ul><li>首先是大规模复杂系统内部的交互和逻辑组织问题</li><li>其次是怎样通过复杂系统的涌现机制产生更加智能的数字世界</li></ul><p>这两个视角将会让我们重新去审视过去几十年来形成的软件架构及其编程模型的思想，我们将通过把复杂系统的一些理论和思想引入到软件架构中，从而形成一套开发具有复杂交互的软件架构方法和逻辑，更重要的是，这种新的视角可能有助于未来我们开发出更智能、更丰富的、更复杂的数字世界体验。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="游戏的复杂系统视角">游戏的复杂系统视角<a href="#游戏的复杂系统视角" class="hash-link" aria-label="游戏的复杂系统视角的直接链接" title="游戏的复杂系统视角的直接链接">​</a></h4><p>上一节我们分析了，现代软件开发的其中一个基本的假设是程序所有的数据和代码都是受程序开发者控制的，这带来了中心化的软件治理模式，进而形成中心化的数字生态。中心化有效率的优势，去中心化有数据安全的优势，我们则从两者中做出一些架构调整形成一套集两种优势的架构。</p><p>本节我们将分析传统软件架构的另一个机制的缺陷及其带来的影响。</p><p>在现代的编程模型中，不管编程语言本身对硬件的抽象度如何，整个程序最后要被硬件执行，都会被编译或解释成这样一个机器码或字节码的字符指令集合，这些指令一般由操作符和操作数组成，操作符是其计算平台支持的计算类型，而操作数大部分是涉及到硬件的地址的，一个程序通常包含三类地址：</p><ul><li>寄存器</li><li>内存地址</li><li>程序机器码中的代码地址</li></ul><p>这其中寄存器地址大部分是由编译器来分配的，而内存地址和代码地址则是和程序的结构有一定的关系。其中内存地址通常是我们程序在运行过程中创建的数据对象在内存中的地址，然后其它一些需要访问这个对象的指令通常就需要指向这些对象的地址；而代码地址则通常跟方法调用有关，我们编写的代码最后会被编译为一个机器码格式的数据表述，程序运行启动时则会首先将这些代码数据加载到一片固定的内存地址，后续所有代码的执行实际上都是需要首先从这里获取代码指令的数据，然后根据指令的定义执行计算，然而实际代码的执行并不是完全按顺序执行的，我们的逻辑中充满很多控制流，例如一个函数需要调用另一个函数，这个时候就需要首先将指令的指针指向另一个函数的地址，并在指向完毕之后跳转回原来的位置。所以我们的程序代码中还需要根据逻辑控制流将这种代码地址编码在指令的操作数中。我们将在后续的技术架构部分更详细的讨论这个过程。</p><p>尽管上述的过程一般主要是由编译器、链接器和加载器来协同完成，但是从本质上来说，一句代码要访问那个对象的内存地址，以及下一个语句要跳转到哪一条语句，这其实是应用的逻辑规则，因此这些逻辑定义是由程序员来定义的，编译器只不过是根据编程语言的语法描述，将这种程序员在编程语言级别的定义，转化为机器级别的定义。</p><p>按照传统的软件架构方法实践，这里就会出现两种问题：</p><ul><li>一旦某句代码访问指向了某个对象地址，这个行为就不容易修改</li><li>一旦某个跳转语句指向了某个函数的地址，这个逻辑流程就不容易调整</li></ul><p>尽管我们有很多软件架构实践来部分缓解上述两种情况带来的问题，但通常都没有理想的方案。这造成的一个主要结果就是，我们的程序一旦开发编译完成，其行为就不容易动态调整或修改，一旦进行修改，则需要重新进行编译发布，并要求用户重新更新整个程序。</p><p>上述技术层面的因素反映到用户体验或者软件形态层面，就是当前的软件形态大部分都是一种固定的形态，每个软件的功能和结构基本上都是固定的。与软件的数据和代码耦合在一起导致软件失去互操作性类似，软件中数据的地址与软件结构的耦合使软件失去了动态性。关于软件的动态性有两个方面的意义，下一节我们回讨论动态性对于智能进化的意义，本节我们先讨论动态性对于软件逻辑构造的意义。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="复杂系统结构">复杂系统结构<a href="#复杂系统结构" class="hash-link" aria-label="复杂系统结构的直接链接" title="复杂系统结构的直接链接">​</a></h5><p>如果一个软件的业务逻辑是相对比较确定且简单的，那么我们传统的软件开发模式是可以很好地工作的，比如看看我们现在手机上大部分应用，每个应用内部的功能相对还是比较简单的，尽管有比如高并发等类的软件架构问题，但这类问题跟复杂度本身没有太大关系，更多是技术架构的问题。这类应用的特征是其业务逻辑的复杂度基本在人脑能够理解的复杂度范围之类，内部开发人员通常不需要太复杂的推理和思考就能够理解软件内部业务的流程、逻辑等等。</p><p>我们看另一个类型的应用：即游戏，则不一样。我们在后面还会分析很多游戏架构的特征，但是这里先重点关注其中一个特征，即它的业务逻辑的复杂度。总体上它的复杂度相较于传统的应用有两个特点：</p><ul><li>它由非常多的逻辑关系没有那么清晰的子系统组成</li><li>这些子系统之间的交互呈现高度的动态性和局部性</li></ul><p>在这种情况下，我们几乎很难像传统的软件那样进行编程，它没有比较明确固定的逻辑说什么流程之后就会执行另外一个流程，它更多是根据很多来源不同的条件来决定执行什么流程；它也不能将指针指向某些固定的内存地址，它有很多不同不同的对象实例需要执行相同的逻辑。总之这种软件的复杂度是非常高的，我们通常无法很直观地用大脑去思考它内部的交互逻辑。</p><p>具有这样特征的系统通常称为复杂系统，实际上关于游戏设计的理论，大部分都是基于复杂系统的思维来思考的。前面我们已经介绍过复杂系统相关的基本概念，我们可以从两个维度去理解它：</p><ul><li>内在结构，内在结构通常侧重在描述构建一个复杂系统的架构思维，比如它们的子系统的交互机制是怎样，整个系统是怎么组织的。</li><li>外在特征，外在特征更关注的是观察一个复杂系统，它会呈现出什么特征，这方面通常是设计复杂系统的理论，因为一般的复杂系统理论更偏重寻找复杂系统的原理而不是关注它内部的结构。</li></ul><p>我们也从这两个方面来思考软件架构，首先讨论它的内在结构，后面再讨论它的外在特征。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="游戏中的组合架构">游戏中的组合架构<a href="#游戏中的组合架构" class="hash-link" aria-label="游戏中的组合架构的直接链接" title="游戏中的组合架构的直接链接">​</a></h5><p>为了解决程序逻辑中的动态性的问题，一般的游戏应用架构都选择使用非常不同于传统软件开发的架构，这些架构大部分都涉及用某种形式的组合来代替继承。这其中不光是由于继承带来的逻辑表达的复杂性，使用组合还可以更灵活地调整程序的结构和功能。</p><p>最简单的组合机制如下图（a）所示，对象A并不是由某个具体的类通过继承等方式来继承，而是通过把不同的组件组织在一起通过组合的形式来构建。这种组合方式通常不是编程语言的机制，而是使用类似一个配置表格来记录这种组合关系，然后程序运行的时候根据这个配置分配相应的组件对象地址，并在组合的对象中以某种形式记录这些地址，以方便可以快速地访问这些组件对象。</p><p><img loading="lazy" src="/zh/assets/images/decenterlized-interaction-a92ecdda4e229b9078273b25e7303a17.svg" width="833" height="248" class="img_ev3q"></p><p>组件对象本身的定义没有太多限定，一般简单的方式是每个组件包括自己的属性、状态和代码，另外一些更好的架构比如ECS则是将组件的数据和功能分开，这样方便组件之间的数据互操作。但不管怎样，对象内部的组件之间是需要通信的，对象和对象之间的某些组件或者属性之间也是需要通信的。如上图（b）所示。</p><p>一般简单常用的方法就是设置可以能够被全部对象访问的Manager类，这个类能够根据类型或者名字查询到其它组件或者对象的实例变量，例如伪代码：</p><div class="language-c++ codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-c++ codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">manager.getChild(&quot;A&quot;);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">manager.getComponent&lt;Attack&gt;();</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这样的方式很灵活，它避免在我们的代码中到处去寻找每个对象或组件实例的位置和地址，简化为通过对象名称或者类型信息来获取对象。但是它的缺点是我们暴露了一个权限很高的访问入口给每个对象或组件，尽管对于游戏开发商内部来讲这没有问题，但是如果我们希望游戏程序能够提供给玩家一些自定义的选项，在这种情况下，玩家可以自行向程序注入一些动态的脚本程序来实现不同的玩法和目的，这种架构却是不可行的，而这也是元宇宙所描述的世界尝试构建的架构。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="去中心化的交互控制">去中心化的交互控制<a href="#去中心化的交互控制" class="hash-link" aria-label="去中心化的交互控制的直接链接" title="去中心化的交互控制的直接链接">​</a></h5><p>构建开放的程序架构不光涉及对其它资源的访问权限控制问题，还涉及到去中心化的子程序交互控制问题。</p><p>这是什么意思，由于系统的功能和状态都是完全动态的，因此我们无法预测一个组件执行时它需要的条件是否完全满足，在上述伪代码示例中，组件获取到的对象可能是不存在的，当然我们可以在每个组件内部做是否为空的判断，但是我们有没有一些更好的架构方法呢？</p><p>近几年改进出来的ECS架构可以找到一些启示。在例如<a href="https://docs.unity3d.com/Packages/com.unity.entities@1.0/manual/index.html" target="_blank" rel="noopener noreferrer">Unity DOTS</a>或<a href="https://bevyengine.org/learn/book/getting-started/ecs/" target="_blank" rel="noopener noreferrer">Bevy ECS</a>架构中，在这些ECS架构，组件的数据和功能被分离开来，分别对应Component和System，每个System对数据的使用，由上面那种自己需要通过全局共享的manager变量去查询获取，改变为通过一个query参数来声明对数据的需求，例如如下的System声明它需要使用Transform数据：</p><div class="language-rust codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-rust codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">fn print_position_system(query: Query&lt;&amp;Transform&gt;) {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    for transform in &amp;query {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        println!(&quot;position: {:?}&quot;, transform.translation);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>这种Query形式的声明，借助Rust编译器对宏的一些强大支持，使得我们不需要写一些额外的查询语句，基于类型就可以获取到正确的对象变量，这种方式甚至比函数调用还要简单：都不需要我们手动传递函数参数，只需要声明类型就可以在运行时被自动赋予正确的函数变量。当然Unity使用的C#语言编译器的机制没有那么强大，但对应的思路是差不多的。</p><p>这种机制带来的意义是非常深远的，它不光简化了传统编程开发中，一个逻辑在执行时需要收集大量<a href="https://www.zhihu.com/question/26387327/answer/3158798538" target="_blank" rel="noopener noreferrer">复杂上下文</a>数据的流程，更深远的意义在于，通过分离数据的声明和数据的实际获取的过程，将数据的获取过程转交给系统，使得系统有机会去控制组件对数据获取的安全控制，同时又不会给客户程序的开发带来复杂度，甚至还大大简化了。</p><p>结合我们前面的区块链的思路，由于我们的数据的获取是没有做保护的，但是我们在这个数据获取到组件的使用之间，虚拟机会根据组件的类型声明执行安全检查，此时我们知道组件声明的类型，这个类型是虚拟机可以解析的，我们也已知道用户对于该组件对于该数据的授权情况，我们完全就可以在虚拟机层面非常简单地做出安全判定，如果我们还能够根据判定结果来执行函数功能，那么非法的组件完全就没有可能被执行，即使它看起来可以声明获取用户的任意数据，所有的数据所有权都在用户的精确控制之下。</p><p>这种机制也为我们带来去中心化的交互控制便利。由于复杂系统的子系统非常多，且整个系统是高度动态的：随时可以有任意的子系统因为某些原因被停止执行，也随时可能新增某些新功能的子系统，所以我们很难用全局的控制器去管理这些动态的组件之间的交互，实际上所有复杂系统的核心就是整个复杂系统没有中央的控制机制，所有子系统之间都是局部的交互，整体涌现出智能行为。</p><p>如果组件只是声明交互关系，没有与某个中央控制器或者全局的共享变量交互的机会，系统或平台就有机会根据类型等信息进行动态判断和规划，使得不满足条件的组件根本就不会被执行。这样在每个子系统看起来，整个系统并没有一个中央控制器，能够最大限度支持复杂系统的动态性。</p><p>这种简单对类型的声明，然后由系统来分配数据的架构，也支撑了我们最核心的互操作性特性。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="动态性">动态性<a href="#动态性" class="hash-link" aria-label="动态性的直接链接" title="动态性的直接链接">​</a></h5><p>游戏程序或者说一般的复杂系统，相对于传统的应用架构还有另一个特征，那就是信息是完全动态的。</p><p>在传统的应用中，软件主要充当的是一个功能计算器，它的功能大多数时候都是静止状态的，只有当用户发起某个事件，例如点通过鼠标或触摸屏点击某个UI元素，这个UI元素被程序定义为绑定到某个功能，一旦用户发出输入事件，对应的功能计算就会执行，然后程序会呈现相应的计算结果给用户。此后程序又进入静止状态直到用户的下次输入。这种模式可以描述为：输入--&gt;计算--&gt;输出，如下图（1）所示。</p><p><img loading="lazy" src="/zh/assets/images/dynamic-system-bc4a8ceadac821add490057854417ab5.svg" width="765" height="148" class="img_ev3q"></p><p>而游戏并不简单的这种模式，游戏世界的一切都是动态的，它背后有一个循环驱动着整个系统持续在运行，即使用户不做任何输入，它的状态也在时时刻刻发生变化，例如大部分游戏的关卡都有时间限制，即使玩家什么也不做，游戏也会以失败结束；例如在一个RPG游戏中，即使玩家站着不动，周围的怪物也有可能走过来攻击玩家，导致一连串的后果。</p><p>游戏程序就像内部有一个驱动器，它持续驱动着所有系统的运行，这些系统与系统之间的交互会导致很多状态变化，这些变化的状态信息源源不断地输入给玩家，如上图（b）所示。</p><p>这种行为也是更接近真实世界行为的，在真实世界中，不管是生物系统还是人工影响的如经济系统等，环境时时刻刻在发生变化，整个世界的信息绝不仅仅是我们自己去影响的，事实上更是反过来我们的行为都是受环境的信息影响的，我们所作的任何决策都要实时去观察环境的信息，有些上一刻看起来还理所当然的决策，在下一刻随着某些环境发生变化就变得毫无意义。</p><p>这样的信息系统特征与我们的传统应用程序相比，表现出两个在计算上完全不一样的特征，即：</p><ul><li>系统之间的交互是完全被动式的</li><li>软件给用户呈现的是一个动态的信息世界</li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="被动式计算架构">被动式计算架构<a href="#被动式计算架构" class="hash-link" aria-label="被动式计算架构的直接链接" title="被动式计算架构的直接链接">​</a></h6><p>当一个信息系统的交互控制是去中心化的时候，子系统之间的交互看起来都是“自发的”，没有谁来驱动，这样的机制怎么执行的，我们将在后面讨论整个复杂系统的机制，这里我们先来看看这种行为对编程有什么影响。</p><p>传统的编程模式都可以称作为主动式，大部分的代码流程可以总结为：用户输入-》决策判断-》执行动作，这里的决策判断是程序中最复杂的部分，因为它涉及到很多上下文信息的组织和查询，关于上下文的理解知乎<a href="https://www.zhihu.com/question/26387327/answer/3158798538" target="_blank" rel="noopener noreferrer">有一篇</a>很精彩的描述。在传统的软件架构中，我们一般都会有很多不同的模式和经验来实现这种上下文管理，但是这里我们在复杂系统的视角下，却会提出另一种可能是更好的方法。</p><p>一般的决策判断流程大概是这样，当对应的代码接收到用户输入请求的时候，决策代码要做的事情就是去查询和收集上面讲到的这种上下文信息，以帮助做出决策判断，不考虑这些上下文内部是怎么组织的，我们可以把整个根据上下文进行决策判断的过程看做一个函数makingDecision()，makingDecision要做的事情就是去调用大量预置的判断函数，根据各种逻辑条件，动态地计算出一个判断结果。这种计算架构带来了两种不好的结果：</p><ul><li>造成了模块之间的耦合，即所有子模块都需要引用或者了解哪些逻辑判断的代码</li><li>造成逻辑判断计算的重复执行，设想有两个独立的用户输入，其中的逻辑判断有80%是重合的，程序必须针对两个独立的输入进行这部分重复计算。</li></ul><p>看看我们现实世界的系统往往不是这么工作的，各种系统往往定义好自己的流程，每个流程会输入数据，后续流程往往以这种输出的实物数据作为它可以执行流程的判断条件，而不是当它需要执行的时候，发现前面的流程还没有执行，由下游的流程再去驱动上游的流程去执行。在这样的模式种，上游流程计算的数据结果不仅充当了一个条件，它更充当了上游的那个计算过程。</p><p>结合我们前面的互操作能力，即子系统在不经过某个中央控制模块的情况下，能够非常简单地访问所有数据的能力，我们可以把各种可能的决策计算提前计算为一个数据，这样下游的流程由于定义和数据依赖关系，系统可以在条件满足的时候自动调用它去执行自己的逻辑。整个过程中，决策判断和子系统完全解耦。</p><p>这样的架构调整将传统软件种的模式由主动式转变为被动式。</p><h6 class="anchor anchorWithStickyNavbar_LWe7" id="动态的信息世界">动态的信息世界<a href="#动态的信息世界" class="hash-link" aria-label="动态的信息世界的直接链接" title="动态的信息世界的直接链接">​</a></h6><p>传统的：输入-》计算-》反馈的计算模式，用户能够完全了解或者说“记住”一个软件的状体，用户知道自己做过什么，当前的软件状态是什么，用户也知道TA只要执行某个功能，就会带来什么可预期的结果。</p><p>尽管这样的方式有助于人们管理日常的任务和工作，但是这既不是真实世界的工作方式，同时所有事情都靠人去输入驱动，那么信息系统所能完成的事情的数量就会非常少，因为人的精力和注意力都是非常宝贵和有限的资源。而现实世界的信息系统总是在自发、动态发展的，即使我们某天什么事情也没有做，但是世界发生了很多的经济和生产行为，所以我们应该模拟真实世界的动态行为，<strong>使得数字世界的计算不以人的注意力为驱动基础</strong>，这样即使当我们的注意力不在软件和应用上，但是它们会在后天时时刻刻都进行着与用户相关或者指定的计算任务。</p><p>前面我们已经描述了实现这样的计算架构的机制，这里要强调的是这对用户体验带来的变化。传统的软件的信息状态都是跟用户的输入有关，因此即使不用打开软件，用户大致是知道里面的状态信息的。但是如果一个信息系统在后台动态运行，就会存在大量的信息状态是用户不知道的，它必须像观察这个动态的世界一样去观察软件内部的信息状态，当然这里的交互可以有很多形式。</p><p>游戏就是这样一个信息系统，游戏内部有许多子系统的运行都不是直接与用户的输入相关的，因此游戏的交互必须要很好地呈现比较完整的状态信息，比如相对于传统应用简洁的界面，游戏的界面通常会包含很多全局的数据信息，除了具体的数据信息，游戏场景的元素在视觉上通常也被设计为易于帮助用户去区分不同的场景状态，如下图《文明》这款游戏一个游戏画面。</p><p><img loading="lazy" src="/zh/assets/images/Civilization-7255faa2a66f9ab156613b9e0e185032.jpg" width="1366" height="768" class="img_ev3q"></p><p>在这种情况下，用户的下一个输入或者决策，就不能单纯凭借自己大脑种的记忆，而是需要观察整个系统的信息状态，这些状态可能会实时变化，甚至大部分变化都不是用户直接输入导致的结果，甚至某种程度上用户的操作更多是在响应信息世界的状态变化。</p><p>表面上这看起来是更复杂的，但是这样的信息系统能够处理的信息计算将会远远超过传统的信息计算，因此它能实现的信息计算的复杂度也更高，想想看一个游戏中涉及的那么多计算和逻辑，使用传统的应用模式几乎是无法实现的。</p><p>而且这种复杂度对于人类来讲，或许并没有那么复杂，人类在社会中天生就是被训练为适应变化的环境的，我们不断在观察街上的行人、红路灯及车辆情况，以决定下一步的行动策略；赛场上球员之间不断观察其它运行员动态的情况，以决定下一步行动；甚至在信息系统中，我们也要根据股票市场的变化，决定下一部分的投资决策等等。</p><p>所以这里更多的是设计和交互的问题，比如人的有些响应能力是天生的，比如对危险事物的察觉，有些则是需要定义一定的规则然后进行适当的训练的，比如开车时对环境的反映等等。这比如就要求我们要精心选择呈现信息的逻辑、模式、规则，而不是一股脑甚至随机选择大量杂乱无章的信息；比如一段时间内某些相关信息的规则和逻辑变化不能太大，因为这可能需要用户重新去建立对动态信息的响应模式。</p><p>在这种信息系统中，信息的呈现、规则和交互会变得很重要，但是相比于这样的复杂信息系统呈现的价值：<strong>注意力的释放以及实现更复杂计算的能力</strong>，以及人类对这种动态信息系统的适应能力，这样的转变完全是有价值的。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="进化产生数字智能">进化产生数字智能<a href="#进化产生数字智能" class="hash-link" aria-label="进化产生数字智能的直接链接" title="进化产生数字智能的直接链接">​</a></h4><p>前面我们从机制上讨论了很多思路，以实现一个可以多子系统互操作、靠子系统局部交互实现更复杂功能的数字世界。但我们花费了这么大的精力去重构软件开发的流程，以及让用户去学习新的信息系统交互方式，<strong>这样的代价到底值不值得？它有没有更深层次的价值体系来支撑这种技术变革？</strong>这些是本节要讨论的问题。</p><p>本节我们要讨论两个很深刻的问题，即数字智能和计算的本质，这些概念可能性驱动未来数字变革的核心价值。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="智能涌现">智能涌现<a href="#智能涌现" class="hash-link" aria-label="智能涌现的直接链接" title="智能涌现的直接链接">​</a></h5><p>前面我们已经简单介绍过复杂系统的一些基本知识，我们再来看一个每个人可能深有体会的例子。</p><p>考虑我们现在的整个网上消费购物的系统，它是由这样几个子系统构成的复杂系统，包括生产产品的厂商、物流快递、国家交通公共基础设施、电商网站、送货的快递员和用户等。这些子系统每一个单独看都比较简单，它们的功能有自己的边界，这些子系统之间的交互也相对比较简单，最重要的是，这一切没有一个公共、统一的中央控制器，整个系统都是由局部的子系统之间进行简单的相互交互，从而呈现整体系统功能的。</p><p>虽然每个子系统相对都比较简单且容易理解，但是整个系统实际表现出来的功能性是远远大于我们的预期的，例如最开始网上购物主要是以淘宝等少数电商网站为主，然后现在快递称为一种公共子系统，使得任意其它的电商网站都可以接入，这就使得人们购买物品这个体验大大升级，例如小到附近的餐厅、水果店和药店等都可以很方便的购买，甚至包括跑腿这种灵活的形式，从我们的体验上说这已经不单单是一个快递或者购物网站那么简单，它简直是一套非常智能的消费体系，因为几乎所有的电子消费形式它都可以实现，这种智能就是通过这些子系统构成的复杂系统涌现出来的。</p><p>除此之外，由于这些子系统之间的形式是相对比较独立的，所以子系统都在进行自我迭代，例如过去的物流体系主要是依赖火车，其运载的时效性是非常低的，随着现在交通子系统内部的迭代，例如火车升级为高铁和动车，大规模高速公路网的修建，其它的子系统甚至在没有变化的情况下就能享受到交通子系统的性能提升，最后导致整个消费的体验大幅提升。再比如说快递这个子系统，过去快递可能就是送到站需要用户自取，但是随着消费量的增加，快递公司为了改善体验，逐步增加了配送到家里的最后一公里，甚至在大城市通过分片区配备更多的快递员来缩短配送时间。所有这一切，每个子系统内部都在迭代和进化，最后整个系统的性能和能力都不断突破，子系统内部逐步的迭代改善不单单是提升了性能，它使得整个系统涌现出一些新的体验和能力。例如快递员的配送时间不能控制在很短的时间内，那么这种短时的外卖消费形式就不可能形成。</p><p>从这里我们就可以看到复杂系统的力量，它通过将整个系统划分为自治的子系统，并允许子系统内部进行进化迭代，从而涌现出更智能的功能。我们可以从人类社会的各个层面都看到这种复杂系统机制涌现智能的例子，从生物系统、到人造的各种系统，如上面描述的这种电子购物的系统，再到天气宇宙这种大自然的复杂系统。</p><p>尽管信息化以及计算机的通用计算能力具备表达和模拟人类一切可计算的逻辑的能力。然而在数字世界我们似乎还没有感受到这种由复杂系统机制导致的计算智能的能力，这主要是因为前面论述的现代软件构造的基础架构使得应用之间的互操作性很低，从而不利于实现相互交互来形成复杂系统。比如看看我们手机上的应用，几乎每个应用之间都是完全隔离的，尽管理论上用户的数据本身应该在不同应用之间可以共享，但是实际上一个应用很难使用或获取另一个应用产生的数据。这造成的结果就是，虽然现在的应用商店有成千上万的应用，每个用户也下载了非常多在功能和意义上具有相关性的应用，但是这些应用之间从不能真正进行交互，使得这种“多应用”的形态最终没有涌现出更复杂、更丰富、更智能的数字体验。每个应用本身就像一个完全独立的小功能，甚至应用之间由于数据格式的不同，即使是用户想要手动在应用之间形成这种协作，也无法操作，当然除了简单的图片、视频、文字等这几种标准的格式之间可以手动实现交互，其它更多的数据是没有通用格式的。</p><blockquote><p>说明：这里并不是说数字世界完全没有复杂系统产生，但这里本文说的主要是面向C端消费者的应用之间。其它的不同层度的互操作还是有的，但是由于传统软件构造架构的一些基本的能力限制，所以大部分这种互操作性的架构都发生在web之间，Web通过HTTP等协议提供了一些基本但相对比较复杂的互操作机制，大部分企业内部的业务之间都是基于网络传输协议来实现的微服务的形式构成的，这在某种程度上形成了一个复杂系统。此外，超链接URL使得互联网上的信息之间都可以连接起来，尽管它只是一个简单的链接，但是这些链接构成的信息背后的相关性构成了一些逻辑关系，使得它们也涌现出了智能，例如我们沿着这些链接可以寻找到很多很深层次有价值的信息，这些信息作为知识使得我们可以解决一些生活中的重大问题。</p></blockquote><p>所以从这个角度看，构建一套新的软件构造的方法，使得人们可以更方便地去构造复杂系统形式的信息系统，这将带来帧数的数字智能的变革，这将使得计算的能力远远超越一般的逻辑计算。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="计算的本质">计算的本质<a href="#计算的本质" class="hash-link" aria-label="计算的本质的直接链接" title="计算的本质的直接链接">​</a></h5><p>在计算机和信息领域，我们理解的计算通常是指按照一定的逻辑和流程执行一些操作，编程语言定义了我们描述逻辑的方式，我们的逻辑用这种编程语言进行描述并形成代码程序，最后在计算机上被执行以完成这个计算。</p><p>然而当我们构建了一个具有复杂系统特性的信息系统的时候，这些涌现的能力是我们“计算”出来的吗？从这个角度看，可能计算的本质并没有那么简单。</p><p>在生物学、数学、统计学、物理学等跟复杂系统相关的科学领域，科学家一直在尝试为复杂系统寻找一些数学上的理论，复杂系统的视角至少从上个世纪50年代就已经在科学研究者中间被广泛思考和接受，例如著名的人工智能先驱 <a href="https://en.wikipedia.org/wiki/Herbert_A._Simon" target="_blank" rel="noopener noreferrer">Herbert A. Simon</a> 就是最早对复杂系统的架构进行分析的科学家，在他的著作《<em><a href="https://en.wikipedia.org/wiki/The_Sciences_of_the_Artificial" target="_blank" rel="noopener noreferrer">The Sciences of the Artificial</a></em>》就大量使用复杂系统的视角来分析所有由人类参与的人工系统。他提出了一些构建这种系统的原则、方法和思维，比如通过目标、界面和环境的关系来描述人工系统，其中的界面其实就相当于子系统之间的边界，界面内部的就是内部功能，系统面对的外部环境就是其交互部分，而目标来源于进化论里面的选择。这些研究工作也为后来的复杂系统在工程上实施提供了许多宝贵的价值。</p><p>然而，最近几十年来，尽管随着生物学、物理、化学等学科的飞速发展给复杂系统的研究提供了很多依据，但是人们至今依然没有找到关于复杂系统的统一的数学理论。更多的研究者都偏向于复杂系统可能没有像其它自然科学一样具有比较明确的统一的数学理论。更多是从复杂系统的一些比较具有共性的一些特征去研究和使用复杂系统。</p><p>分子生物学John E Mayfield在他的著作《The Engine of Complexity: Evolution as Computation》中提出了一种关于复杂系统的解释，即将进化看作一种计算，这样计算就是所有复杂系统背后的引擎。这本书的 <a href="https://www.amazon.com/stores/author/B00DO8488U/about" target="_blank" rel="noopener noreferrer">作者介绍</a> 如下：</p><blockquote><p>From an early age John E Mayfield was fascinated with science of all kinds. This broad interest led to a BA in physics, a PhD in biophysics, and an academic career in the area of molecular biology. In the late 1990s he was introduced to evolutionary computer algorithms and became fascinated by the relationships between biological evolution and computer based evolution and more generally in the linkages between computation and biological process. The Engine of Complexity, Evolution as Computation is based on his consequent studies. The book shows how biological evolution is a special case of a more general computational notion of evolution, and how that general view of evolution explains not only how life is possible but also how human technology and most or all complex outcomes of human society are possible. It is his first book.</p></blockquote><p>John E Mayfield的主要研究方向是关于进化的一般性理论，他指出，传统的复杂系统之所以很难形成统一的数学理论，主要是因为系统之间交互关系是非线性的，而计算机的逻辑计算能力正是解决非线性关系的方法，且具有很强大表达能力，所以他发现将这两种视角结合在一起，用计算的观点就可以解释几乎所有复杂系统的机制。</p><p>作者指出，计算机程序是由能够导致计算机内部发生特定的状态序列并产生输出的命令组成。数据可以视为对外部世界某方面的表示，这样看来，计算就是将方法的表示（算法）作用于对世界某方面的表示（数据）产生内部表示（机器状态）的序列，并得到最终的表示（输出）。在计算机中，内部状态与输入状态互动产生新的内部状态，最终状态就是输出。</p><p>那么如果物理的过程也是计算，程序在哪？作者以如何解释一粒盐为例用计算的观点来解释化学反应，食盐是由钠和氯组成，当等量的钠原子和氯原子混合到一起，就会发生自发的反应，这个化学反应会释放热能量，每个钠原子失去一个电子，每个氯原子获得一个电子。根据库仑定律，带正电的钠离子和带负电的氯离子相互吸引，但不能距离太近，因为填充的能级（化学的轨道）不能相互渗透。当所有钠离子都被氯离子包围，氯离子也被钠离子包围，形成非常规则的3维结构，相抵触的规则时间就会达到最优平衡。能级的物理维度决定了例子之间的最优距离。钠离子和氯离子具有不同的大小，能平衡物理和几何不同需求的状态是一个规则的网格，每个氯离子周围有6个钠离子，每个钠离子周围也有6个氯离子。这个规则的立方体结构向各个方向延伸，从而形成我们所熟悉的盐晶。在适当的温度和浓度条件下钠离子和氯离子相遇就会自发形成这种结构。</p><p>在上述的过程中，涉及两个基本物理定律，一个是库仑定律，它说明电荷越接近，作用力就越大。但如果仅仅是这样，钠离子和氯离子就会挤碎在一起。而这一切没有发生是因为另一个量子力学中的被称为泡利不相容原理的规则。量子力学规则的一个特点是系统是按“能级”划分的，对于原子这意味着电子处于某个能级并且与质子的距离不能低于最低的能级。这种规则的结果是使得不同的能级只能占据一定数量的电子。</p><p>量子力学、库仑定律以及数字的相互作用赋予了每种化学元素独有的特征。John E Mayfield从计算的观点看，钠和氯原子各自带有自身表示的信息，当一定的条件发生时，它们会相互作用，发生相互作用的计算过程正是由基本的物理规则引起的，例如这里的库仑定律和量子力学规则，这些基础的物理规律编码了其中的计算算法。</p><p>按照这种视角，所有的进化系统或者复杂系统都可以用计算的观点进行解释。这种计算的视角对于我们构建软件计算架构最核心的意义在于，这种系统的计算是自动发生的，它没有某个中央控制器。在物理过程种，作者将物理规律在整个进化计算过程种充当的驱动自发计算的方式称为“免费的结构”，即我们自然界的所有基本的物理规则驱动着整个宇宙种复杂系统的计算。</p><p>回到我们的软件架构，我们已经具备了定义子系统以及让子系统之间进行互操作的能力，那么在没有中央控制器的情况下，怎样形成这种自发的子系统之间的交互呢？这就涉及我们的组件参数声明与全局变量之间的解耦，当我们的组件只是声明对某些数据感兴趣，而不需要自己去获取这些数据的地址的时候，借助我们的类型系统，系统就可以自动推导出它需要与哪些子系统进行交互，所以系统能够动态根据这种子系统之间的变化来决定这种交互东西，尽管系统在不还是有一个类似的分配器在工作，但是从组件或者子系统看来，这些子系统与其它子系统之间的交互是<strong>“自发的”</strong>，即：</p><ul><li>子系统只需要声明自己感兴趣的数据，就像原子声明了自己的表示。</li><li>只要条件满足，子系统之间就可以进行交互，这个条件在物理过程中是自发进行的，在我们的系统中它也是自发进行的，因为系统会根据多个子系统之间的条件进行判断，满足条件的子系统之间就会被执行计算。</li></ul><p>这里系统的调度充当了物理过程中那些物理定律对应的免费的结构，只不过我们不是像物理过程那样具有各式各样的物理定律来定义不同的结构，而是定义一个统一的规则，这个规则根据输入输出类型来计算交互的条件，而这些类型本身编码了各种各样的规则。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="进化的系统">进化的系统<a href="#进化的系统" class="hash-link" aria-label="进化的系统的直接链接" title="进化的系统的直接链接">​</a></h5><p>前面两节论述了复杂系统怎样通过多系统非线性和自发的的交互，来涌现整个系统的智能，以及我们的软件架构使用怎样的机制来支撑复杂系统的这种结构特征。</p><p><strong>然而一个复杂系统是怎么形成的，这是另一个非常深刻的话题</strong>。传统的一个软件都是由某个公司内部大量的研发团队通过数个月以及数个不同职能的团队的协作共同完成的，它们的一个被认为理所当然以至于我们一般都不会去思考的特征是：一旦开发商发布产品，则意味着整个软件产品的功能全部开放完毕，从外界用户感知来看，他们一下子就开发出了一个功能确定且完整的产品。</p><p>在上述这样传统的软件产品中，我们一般认为它的业务逻辑是相对容易被开发团队理解的，因为尽管业务细节都带有很多复杂性，但是一个团队研发的某个软件产品在整体逻辑上处于某个特定领域，有一些特定的逻辑，因此其复杂度基本上都是在可管理的范围之内。但如前面所述，如果一个复杂系统作为一个整体，它的复杂度是很难被人理解和管理的，那么我们应该怎样去开发一个你甚至都不能理解整体功能的复杂系统产品呢？</p><p>回到前面电子购物的复杂系统，它呈现三个特征：</p><ul><li>首先是每个子系统都是由独立的实体在开发及运行，这是复杂系统的基本特征；</li><li>其次是每个子系统内部都在独立迭代，例如交通子系统由火车到动车，由普通的公路到全国高速路网；物流公司由以前的长途配送，到增加最后一公里的送货上门，上门取件；</li><li>再次，整个系统中不断有新的子系统加入，这些可能是跟其它某些子系统功能相似但是处理不同类型任务的子系统，如新增不同的电商平台，以及新增快递公司；也可能是基于现有整体系统能力延升出来的处理新的类型业务的子系统，比如外卖就是一种不同于传统电商的服务类型，但它是基于在线购物和快递发展到一定成都时候才会产生的新的服务类型，及它的出现需要基于其它系统的演进。</li></ul><p>从上面的过程我们可以看出，整个电子购物的复杂系统不是像传统软件那样一次性构建出来的，它们是进化出来的。所有复杂系统的功能演进都是一个进化的过程。</p><p>下面我们来分析我们的软件架构在一个进化系统的框架下是怎么工作的。根据《复杂的引擎》一书，所有进化过程的共同特征包括以下5个要素：</p><ul><li><strong>个体</strong>，它们一般有各种名字，比如：生物、自主体、基因、概念和公司。</li><li><strong>可遗传的特征</strong>，个体的描述信息。以某种形式编码为个体本身的一部分，生物的这种信息编码为DNA。</li><li><strong>个体可以繁殖或复制</strong>，通过这个机制，个体从父辈或之前的个体拷贝编码信息。</li><li><strong>变化机制</strong>，信息在复制、繁殖或维护过程中必须有机会产生适应度的改变。在许多系统中变化机制就是复制过程中产生的错误。</li><li><strong>基于特征的选择</strong>，繁殖（或复制）的成功必须部分取决于各个体编码信息所描述的特征。</li></ul><p>只要系统同时具备了这5个要素，个体组成的群体中的编码信息以及相应的个体特征就会随着时间改变；遗传的个体特性也必然会越来越适应决定繁殖（复制）成功率的标准。</p><p>上述这是进化论中的知识，比如在生物的进化论中，生物个体携带DNA，其中编码了个体本身的特征，这些特征可以通过繁殖被复制到新的个体中，并且这个复制的过程中可以产生一定的变异，这种变异通常是随机的，进而形成一些新的特征，这些新的特征能否被保留下来，取决于自然选择，即它能不能具有更大的优势保障个体的生存。具有这种逻辑结构的系统会累积适应选择标准的编码信息。在自然和生物系统中，它们通常利用随机变化做到这一点，有时候也会利用非随机变化，以免偶然性过大，不利于产生有用或有趣的东西。因此这个信息累积和改进的过程就是概率计算，它有效的原因很简单，很小的变化通常是有可能的，而无目的的大变化基本不可能发生，通过小的并非很不可能的变化，并累积好的变化，就有可能达到本来很难达到的目标。</p><p>进化论的思想几乎可以解释一切生物和大自然的复杂系统，但如果直接将这一套方式作用于我们的软件开发则是不合适的，首先完全依赖于随机变化的效率会比较低，其次通过漫长的自然选择则会使系统的演进很慢，想想我们人类的智力演进是多么漫长的一个过程。</p><p>因此我们必须保留进化论的精髓，同时要在效率部分做出不同的处理。下面分析我们的架构其中包含的进化思想。</p><p>对于计算机，进化的信息是软件代码。我们来看在我们的系统中怎样对应和解释这5个要素：</p><p><strong>个体</strong>：就是包含了自身功能代码的各个子系统，例如一个智能体（Agent）程序。</p><p><strong>可遗传的特征</strong>：我们的代码显然像DNA编码了生物个体特征意义，它编码的整个程序的特征（功能），很显然，代码是可以复制和遗传的。</p><p><strong>个体可以繁殖或复制</strong>：你只要复制了另一个智能体的代码或者说你的系统以某种方式可以包含或者调用另一个子系统的代码，其实这在软件中也是一种形式的复制。</p><p><strong>变化的机制</strong>：生物或自然系统的变化机制主要是靠随机过程，它主要体现在对编码信息的部分随机修改。我们的软件系统显然不是对已有的程序去添加一些随机的修改，因为那样的程序大部分情况下根本就无法运行。我们的随机性主要来源于一个新的开发者像一个已有的程序中添加部分能够修改程序行为的代码，举个例子，原来的程序包含A组件，现在借助我们的互操作性，这样的程序可以很方便与其它程序进行交互，现在有另一个开发者开发了一个能够与A组件进行互操作的程序，然后某个用户同时购买了A和B两个组件，那么它们整体看就是产生了变化。所以我们的子程序之间的互操作性，以及函数级的可组合性，这些都是变化的机制，我们后面会详细介绍其中的技术细节。</p><p>在传统的软件中，我们也可以对已有的软件进行修改，从而实现类似上面这种变化。但是因为传统的软件只是对开发商内部是公开的，所以只有一个很小的团体能够改进软件，这就会使得软件的变化的概率非常小，甚至在某个程度之后停止变化，因为这个开发商的研发人员数量在整个人类完全是可以忽略的。而在一个开放的软件时间，这样的变化是完全不受限制的，因此进化的概率更大，更有可能进化出完全意想不到的结果，因为这里面能够导致变化的开发者人员的数量基数是非常大的，后面我们也将详细分析我们怎样通过简化程序结构来使得更多的非程序员可以编写程序。</p><p><strong>基于特征的选择</strong>：这些变化出的机制是否有效，取决于它们是否适应和满足人们的某些目标。所以当这些变化发生之后，新的子系统会产生，然后会有一部分用户有机会是使用这些新的子系统，在使用过程中，如果这些子系统很好地解决了人们对数字世界的一些需求，那么它们就会被选择，即它们适应了选择，否则这样的新的子系统则会很快被淘汰。</p><p>这种选择机制在软件的消费中倒是非常有效，但是这种方式显然还没有真正促进软件大规模的进化，例如看看我们手机里的应用及其形态，大部分的应用已经有很多年没有太大的进化了，而相反，我们的数字世界的功能也没有变得非常的丰富和智能。这种缓慢的进化与两个要素有关，一是上面讲到的变化的缓慢，二是跟这里的选择机制有关，即人们其实没有太多选择，就导致选择并没有在整个系统中表现出很强的力量。</p><p>现代的软件都累积了很多的功能，用户要么购买及使用整个软件，要么就使用不了软件，大部分情况下我们必须要使用其中的核心产品功能，所以不得不安装，但是其中包含的大量功能我们完全无法选择，因为没有选择这也会导致开发商并没有那么大的选择压力。</p><p>我们的系统是一个完全动态的系统，用户可以选择完全不同的子系统组合，这也就意味着用户对每个很小的子系统有很高效的选择机制，这就会催生一个完全不同效率的进化系统。在我们系统架构中，动态性和互操作性在遗传、变化和选择这三个重要的进化要素中都发挥了重要作用，从而整体呈现出更高效的进化效率。通过这种进化的力量，演进出复杂的系统功能，从而使数字世界表现出更加智能、复杂和丰富。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="外在结构和内在结构">外在结构和内在结构<a href="#外在结构和内在结构" class="hash-link" aria-label="外在结构和内在结构的直接链接" title="外在结构和内在结构的直接链接">​</a></h3><p>前面我们从互操作和复杂系统机制的层面对RealityIS的架构哲学进行了一些介绍，在了解这两个部分的内容之后，我们再来系统地梳理一下其中的逻辑，使我们对整个系统架构有更清晰的认识。</p><p>从整体看，RealityIS的两个设计目标或特性是：</p><ul><li><strong>互操作性</strong></li><li><strong>自我进化</strong></li></ul><p>所有的技术思想和对现有技术的改进思路都是围绕上述两大目标的，其中互操作性解决的问题是要让任何子程序能够非常轻易地跟外界通信和交互，这既是复杂系统结构所需要的基本特性，也是实现一个广泛相互协作而繁荣的数字经济的基础，想想我们现实世界人与人、实体与实体、人与社会等各种关系都是有非常广泛而深刻的交互的，在计算机的世界，交互就是互操作。</p><p>自我进化，是复杂系统构建和演化的核心机制，我们不是一次性通过某个实体就开发了整个系统的功能，而是通过子系统之间的相互协作来进化出各种更复杂的功能，对应的软件开发的过程中，这要求系统具有非常动态的能力，能够动态地新增或者删除子系统，同时也要求这些子系统之间具有自治的能力，这样系统才能自发地进行进化，而不需要全局干预。</p><p>围绕着两个目标，我们发现传统的软件构造体系根本就是跟这两个目标相悖的，这主要体现在：</p><ul><li>数据与代码的耦合使软件失去了互操作性，同时也造成了中心化治理的结果</li><li>局部代码在获取决策上下文时与全局信息的耦合使软件失去了自治的能力</li></ul><p>针对这两个问题，我们分别从区块链和复杂系统理论中寻找到对应的理论支持，使我们可以获得一个非常简洁、干净、稳定、而又功能强大的技术架构。它们形成整个技术架构的两个结构，我们称之为外部结构和内部结构，如下图所示：</p><p><img loading="lazy" src="/zh/assets/images/two-level-arch-7e37f36117f6d26629aad4ef6d6d65d3.svg" width="765" height="235" class="img_ev3q"></p><p>针对互操作性，我们从区块链中得到启示，尽管不是很直接，但是它为了实现去中心化采取的将数据与计算分离，并在虚拟机中在运行时对数据进行授权的技术流程，被我们很巧妙地用一套动态的类型系统进行一般化，使之能够支持更广泛的数据类型，同时又能确保用户的数据安全。这样的调整使得我们完全实现了互操作性，这种互操作性不光使得不同开发者开发的应用程序可以在一些协同计算，相互交互，更重要的是为复杂系统的构建奠定了基础：这样一个系统的功能有机会被多个自治的子系统进行融合而形成，而不是仅仅只有一家开发商构建，那样其能提供的功能的复杂度将会远远低于复杂系统。我们称这些由互操作性带来的结构为外部结构，它反应的是子系统与外界交互的能力。</p><p>针对自我进化，我们从复杂系统的理论中得到启示，其核心的思想是自治能力，即子系统可以在不经过中央或者全局控制的情况下实现局部子系统之间的交互，因为这种交互不光带来安全隐患，还使得子系统可能会受限于中央控制器而不容易去单独扩展能力，而这是进化系统的基础。为了解决这个我们，我们从游戏开发界最新的ECS架构得到启示，并结合我们的动态类型系统，实现一个基于类型的局部自治架构，在这样的架构中，子系统只需要声明关注的数据类型，即可以定义与其它子系统之间的交互关系。围绕这些机制，我们还进一步分析了整个系统的进化过程，它遵循生物或自然界中复杂系统进化相似的原理或过程。我们称这部分结构为内在结构，它决定着一个子系统内部怎样去演进和进化。</p><p>在内部结构和外部结构之外的系统中，用户则牢牢掌握着所有的数据权限，并通过数据权限控制着整个程序的运行，包括一个子系统是否可以访问用户的某些数据，以及一个子系统是否可以与其它子系统进行交互，甚至一个子系统即使已经被用户安装到用户的应用环境，它仍然可以通过数据被完全禁止运行。用户对数据的权限被牢牢地集成到系统的虚拟机中，</p><br><h2 class="anchor anchorWithStickyNavbar_LWe7" id="realityis系统架构">RealityIS系统架构<a href="#realityis系统架构" class="hash-link" aria-label="RealityIS系统架构的直接链接" title="RealityIS系统架构的直接链接">​</a></h2><p>对互操作性的改进：</p><ul><li>由调用过程获取结果，变为直接获取其过程，即将被调过程执行的结果存储在一个语义数据，这样就是一个类型或者数据本身包含了互操作性，就简化为数据管理的问题（游戏中的机制）</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="构建一个动态类型系统">构建一个动态类型系统<a href="#构建一个动态类型系统" class="hash-link" aria-label="构建一个动态类型系统的直接链接" title="构建一个动态类型系统的直接链接">​</a></h3><p>两个目的：</p><ul><li>类型解析，做依赖分离</li><li>数据和功能分离，通过类型的解析控制，来阻止未授权程序的访问，当然实际不是运行到某个函数时在检查，而是组件可以根据类型信息提前检查出来</li></ul><p>动态授权很重要，如果没有这个控制，只是在Actor之间传递字符串，意味着某个Actor被执行，就无法控制它访问数据。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="建立一个互操作抽象">建立一个互操作抽象<a href="#建立一个互操作抽象" class="hash-link" aria-label="建立一个互操作抽象的直接链接" title="建立一个互操作抽象的直接链接">​</a></h3><p>逻辑抽象，不涉及编程语言与编译器开发</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="简化数据获取">简化数据获取<a href="#简化数据获取" class="hash-link" aria-label="简化数据获取的直接链接" title="简化数据获取的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="简化程序结构">简化程序结构<a href="#简化程序结构" class="hash-link" aria-label="简化程序结构的直接链接" title="简化程序结构的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="复杂系统由主动到被动自动运行">复杂系统：由主动到被动自动运行<a href="#复杂系统由主动到被动自动运行" class="hash-link" aria-label="复杂系统：由主动到被动自动运行的直接链接" title="复杂系统：由主动到被动自动运行的直接链接">​</a></h3><p>局部驱动</p><p>应用由主动执行到被动持续执行，跟用户的主动输入不是同步的，可能是自动执行的，用户怎么感知系统变化状态</p><blockquote><p>应用由主动执行到被动持续执行，跟用户的主动输入不是同步的，可能是自动执行的，用户怎么感知系统变化状态</p><p><a href="https://www.zhihu.com/question/26387327/answer/3158798538" target="_blank" rel="noopener noreferrer">https://www.zhihu.com/question/26387327/answer/3158798538</a></p></blockquote><h3 class="anchor anchorWithStickyNavbar_LWe7" id="非中心化的系统交互">非中心化的系统交互<a href="#非中心化的系统交互" class="hash-link" aria-label="非中心化的系统交互的直接链接" title="非中心化的系统交互的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="虚拟机-1">虚拟机<a href="#虚拟机-1" class="hash-link" aria-label="虚拟机的直接链接" title="虚拟机的直接链接">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="字节码">字节码<a href="#字节码" class="hash-link" aria-label="字节码的直接链接" title="字节码的直接链接">​</a></h4><p>本质上结构跟Wasm相似，可以做到很底层，都是函数级的数据，只是函数调转的机制不一样。</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;magic&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;version&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;1.0.0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> </span><span class="token comment" style="color:rgb(98, 114, 164)">// VM的版本号，类型的解释方法一般不变</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;inputs&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain">         </span><span class="token comment" style="color:rgb(98, 114, 164)">// 内部Standard格式可能存在和用户版本不兼容，运行时检查</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;User&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;version&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;1.0.0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;String&quot;</span><span class="token plain">，</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;age&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;int&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;standards&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;Car&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;components&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;add_com&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;inputs&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;User&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;output&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain">   </span><span class="token comment" style="color:rgb(98, 114, 164)">// 内部方法</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;outputs&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain">      </span><span class="token comment" style="color:rgb(98, 114, 164)">// 可能存在版本不兼容</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;codes&quot;</span><span class="token plain">&quot; </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">         </span><span class="token comment" style="color:rgb(98, 114, 164)">// 将所有代码放在一起，Component还有其它参数信息影响缓存连贯性</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="inputs">inputs<a href="#inputs" class="hash-link" aria-label="inputs的直接链接" title="inputs的直接链接">​</a></h4><p>将属性定义都拷贝进Agent内部，一是方便Agent编辑，同时考虑到后面Component的参数签名是跟Standard的属性名字绑定的，并没有像传统编译器那样编译为地址，例如：</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;inputs&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;User&quot;</span><span class="token operator">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;version&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;1.0.0&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;String&quot;</span><span class="token plain">，</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;age&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;int&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>但是运行时检查到版本不一致时，自动做一些转化。</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="standard版本兼容">Standard版本兼容<a href="#standard版本兼容" class="hash-link" aria-label="Standard版本兼容的直接链接" title="Standard版本兼容的直接链接">​</a></h5><p>为了避免不断的更新，实行两个策略：</p><ul><li>小版本必须兼容</li><li>大版本必须更新Agent，否则不让运行</li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="小版本兼容">小版本兼容<a href="#小版本兼容" class="hash-link" aria-label="小版本兼容的直接链接" title="小版本兼容的直接链接">​</a></h6><ul><li>修改字段名字</li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="大版本更新">大版本更新<a href="#大版本更新" class="hash-link" aria-label="大版本更新的直接链接" title="大版本更新的直接链接">​</a></h6><ul><li>增加字段</li><li>删除字段</li><li>修改字段类型 = 删除字段 + 增加字段</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="lua与宿主交互">Lua与宿主交互<a href="#lua与宿主交互" class="hash-link" aria-label="Lua与宿主交互的直接链接" title="Lua与宿主交互的直接链接">​</a></h4><p>类型解耦，</p><p>Python没有Lua那样的动态类型，先支持Lua</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="realityis技术特征">RealityIS技术特征<a href="#realityis技术特征" class="hash-link" aria-label="RealityIS技术特征的直接链接" title="RealityIS技术特征的直接链接">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="执行流程">执行流程<a href="#执行流程" class="hash-link" aria-label="执行流程的直接链接" title="执行流程的直接链接">​</a></h3><p>传统几种模式：</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="函数调用关系">函数调用关系<a href="#函数调用关系" class="hash-link" aria-label="函数调用关系的直接链接" title="函数调用关系的直接链接">​</a></h4><p>实际上是转化为程序的传统结构</p><ul><li>需要管理函数实例及其地址</li><li>需要关系参数的链接</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="流程顺序">流程顺序<a href="#流程顺序" class="hash-link" aria-label="流程顺序的直接链接" title="流程顺序的直接链接">​</a></h4><p>Hodini的方式</p><ul><li>不用管理函数实例</li><li>按类型名字进行获取数据</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="shadegraph">ShadeGraph<a href="#shadegraph" class="hash-link" aria-label="ShadeGraph的直接链接" title="ShadeGraph的直接链接">​</a></h4><ul><li>管理依赖关系</li><li>依赖关系由变量名称确定，即是类型的实例，即是参数的连接，只不过定义了全局参数，而不是从函数的输入输入去连</li></ul><p>变量名字不易于复用</p><div class="language-c++ codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-c++ codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">// Create the graph - it starts out empty</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphCreate(&amp;graph, 0);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// For the purpose of this example, we&#x27;ll create</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// the nodes separately from the dependencies to</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// demonstrate that it can be done in two stages.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// Note that dependencies can also be specified</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// at node creation.</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;a, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;b, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;c, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddKernelNode(&amp;d, graph, NULL, 0, &amp;nodeParams);</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">// Now set up dependencies on each node</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;a, &amp;b, 1);     // A-&gt;B</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;a, &amp;c, 1);     // A-&gt;C</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;b, &amp;d, 1);     // B-&gt;D</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">cudaGraphAddDependencies(graph, &amp;c, &amp;d, 1);     // C-&gt;D</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="复制代码到剪贴板" title="复制" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><blockquote><p>到目前为止<strong>cuda graph</strong>的依赖需要用户手动设置。当kernel或其他操作输入变量变化时，<strong>cuda graph</strong>需要用户手动更新节点参数。</p><p>当我们面对大量节点与输入参数时，手动来构造<strong>cuda graph</strong>和更新节点就不太现实，于是<strong>muda</strong>自动计算图就应运而生了。</p></blockquote><blockquote><p>在1）部分我们定义了<strong>graph var</strong>，这些<strong>graph var</strong>在<strong>muda</strong> <strong>compute graph</strong>中只表示一种虚拟资源（<strong>muda compute graph</strong> 默认所有的虚拟资源相互之间不产生重叠，即内存不发生overlap）。一般我们会要求图的输入变量为一个viewer（他本身不拥有资源，只是一个资源的访问器，是trivially copyable的），或是一个值类型。如果你知道你在干什么，那么你也可以使用奇技淫巧。</p></blockquote><p>在2）部分，我们定义了<strong>graph nodes</strong>。注意，<strong>graph nodes</strong>的定义顺序会影响<strong>graph nodes</strong>的依赖关系，<strong>graph nodes</strong>的定义顺序应该是所有任务的逻辑顺序，这非常的intuitive！我们的所有串行代码都是这么写的。</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="cogine">Cogine<a href="#cogine" class="hash-link" aria-label="Cogine的直接链接" title="Cogine的直接链接">​</a></h4><p>从上述的方案中总结：</p><ul><li>要想简化，都需要全局数据，不管是Houdini中的几何数据，还是ShaderGraph中由变量名字确定的全局数据，这样避免牵涉对函数细节的了解</li><li>流程比实际的函数调用更简单，如Houdini和ShaderGraph</li><li>用户理解流程很重要，相比由输入输出来确定参数不太利于管理和控制，比如你要修改流程就必须去修改变量名字；相同的流程在一个系统中多次执行则要定义不同语义的变量名字</li></ul><p>像ShaderGraph通常是固定的流程，没有Control FLow，即每个流程都会被执行，并且通常能被计算出一个线性的执行顺序使其可以保证其中定义的依赖关系。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="互操作性-1">互操作性<a href="#互操作性-1" class="hash-link" aria-label="互操作性的直接链接" title="互操作性的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="可组合性">可组合性<a href="#可组合性" class="hash-link" aria-label="可组合性的直接链接" title="可组合性的直接链接">​</a></h3><p>传统两种组合方式，一种是单纯对象级别的组合，例如Unity的Component，一种是函数式编程中的组合，通过高阶函数</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="个性化">个性化<a href="#个性化" class="hash-link" aria-label="个性化的直接链接" title="个性化的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="动态性-1">动态性<a href="#动态性-1" class="hash-link" aria-label="动态性的直接链接" title="动态性的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="分布式">分布式<a href="#分布式" class="hash-link" aria-label="分布式的直接链接" title="分布式的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="语义化">语义化<a href="#语义化" class="hash-link" aria-label="语义化的直接链接" title="语义化的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="组件化">组件化<a href="#组件化" class="hash-link" aria-label="组件化的直接链接" title="组件化的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="被动式">被动式<a href="#被动式" class="hash-link" aria-label="被动式的直接链接" title="被动式的直接链接">​</a></h3><p>被通知，持续运行</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="应用">应用<a href="#应用" class="hash-link" aria-label="应用的直接链接" title="应用的直接链接">​</a></h2><h2 class="anchor anchorWithStickyNavbar_LWe7" id="挑战">挑战<a href="#挑战" class="hash-link" aria-label="挑战的直接链接" title="挑战的直接链接">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="技术挑战">技术挑战<a href="#技术挑战" class="hash-link" aria-label="技术挑战的直接链接" title="技术挑战的直接链接">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="动态类型带来的性能问题">动态类型带来的性能问题<a href="#动态类型带来的性能问题" class="hash-link" aria-label="动态类型带来的性能问题的直接链接" title="动态类型带来的性能问题的直接链接">​</a></h4><p>改进语言虚拟机，去掉函数栈等控制的机制，仅保留代码执行</p><p>编译为像WASM的字节码，WASM本身就是按函数级定义的，其实我们的机制正是对应这种，只不过函数换成我们的组件</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="程序的持续运行模式">程序的持续运行模式<a href="#程序的持续运行模式" class="hash-link" aria-label="程序的持续运行模式的直接链接" title="程序的持续运行模式的直接链接">​</a></h4><h4 class="anchor anchorWithStickyNavbar_LWe7" id="对涌现能力的预测">对涌现能力的预测<a href="#对涌现能力的预测" class="hash-link" aria-label="对涌现能力的预测的直接链接" title="对涌现能力的预测的直接链接">​</a></h4><p>类似于游戏测试</p><p>可能很多人的经验和知识在于去控制和发现这种结构，然后筛选出更有价值的结构，这就是进化论里面的选择。</p><p>智能必须依赖于较大的突变和选择，较大的突变必须要有条件能够生产非常多错误的结果。</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="用户体验挑战">用户体验挑战<a href="#用户体验挑战" class="hash-link" aria-label="用户体验挑战的直接链接" title="用户体验挑战的直接链接">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="用户从功能管理到数据管理">用户从功能管理到数据管理<a href="#用户从功能管理到数据管理" class="hash-link" aria-label="用户从功能管理到数据管理的直接链接" title="用户从功能管理到数据管理的直接链接">​</a></h4><p>启示这已经比较普遍，只是管控的是API，但是API代表的就是一种数据的获取，</p><p><img loading="lazy" alt="phone-setting" src="/zh/assets/images/phone-setting-7be5932f5b259dc09827086754bdb118.jpg" width="1170" height="2532" class="img_ev3q"></p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="应用由主动执行到被动持续执行">应用由主动执行到被动持续执行<a href="#应用由主动执行到被动持续执行" class="hash-link" aria-label="应用由主动执行到被动持续执行的直接链接" title="应用由主动执行到被动持续执行的直接链接">​</a></h4><p>跟用户的主动输入不是同步的，可能是自动执行的，用户怎么感知系统变化状态</p><p>我们需要被通知，而不是一个我要做什么的数字世界</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="动态的数字世界">动态的数字世界<a href="#动态的数字世界" class="hash-link" aria-label="动态的数字世界的直接链接" title="动态的数字世界的直接链接">​</a></h4><p>人天生就是使用观察动态世界的，只是你要给出合适的方式，比如尤其是考虑到屏幕的交互，以及数字世界的信息量远多于现实世界</p><p>例如股票就是这样</p><p>传统的数字世界都是一致的，而且事实证明用户在使用一个新应用的时候，新应用带来的阻碍都很大的，不管是认知、体验、交互等等</p><p>所以需要一致的交互体验，大模型对话式的交互方式可以大大简化传统GUI方面的复杂度和丰富性，比如小程序就是一种类似的体验，虽然应用内容不一样，但是用户使用新的应用的流程比较一致，所以并没有造成太大的阻碍。</p><p>当然用户也不是一直在换，大体说很长一段时间还是稳定的，但是社会发现有新的有价值的应用时传播得会更快。</p><p>少量的比较追踪科技的用户则会更习惯这种能够快速体验到新产品的节奏和感觉。</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="展望">展望<a href="#展望" class="hash-link" aria-label="展望的直接链接" title="展望的直接链接">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动硬件创新">驱动硬件创新<a href="#驱动硬件创新" class="hash-link" aria-label="驱动硬件创新的直接链接" title="驱动硬件创新的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动软件架构创新">驱动软件架构创新<a href="#驱动软件架构创新" class="hash-link" aria-label="驱动软件架构创新的直接链接" title="驱动软件架构创新的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动数字形态创新">驱动数字形态创新<a href="#驱动数字形态创新" class="hash-link" aria-label="驱动数字形态创新的直接链接" title="驱动数字形态创新的直接链接">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="驱动操作系统创新">驱动操作系统创新<a href="#驱动操作系统创新" class="hash-link" aria-label="驱动操作系统创新的直接链接" title="驱动操作系统创新的直接链接">​</a></h3><h2 class="anchor anchorWithStickyNavbar_LWe7" id="总结">总结<a href="#总结" class="hash-link" aria-label="总结的直接链接" title="总结的直接链接">​</a></h2><p>未来可能类型系统和数据集成到操作系统或手机本地的基础设施</p><p>或者一个或多个分布式系统，但总归分布式系统的能力是更强大的，操作系统支持会简化数据的管理</p></article></div><div class="col col--2"><div class="tableOfContents_bqdL thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#摘要" class="table-of-contents__link toc-highlight">摘要</a></li><li><a href="#问题" class="table-of-contents__link toc-highlight">问题</a><ul><li><a href="#去中心化和数据安全" class="table-of-contents__link toc-highlight">去中心化和数据安全</a></li><li><a href="#互操作和用户内容创作" class="table-of-contents__link toc-highlight">互操作和用户内容创作</a></li><li><a href="#多智能体相互协作机制" class="table-of-contents__link toc-highlight">多智能体相互协作机制</a></li></ul></li><li><a href="#相关知识" class="table-of-contents__link toc-highlight">相关知识</a><ul><li><a href="#互操作性" class="table-of-contents__link toc-highlight">互操作性</a></li><li><a href="#面向对象编程模型" class="table-of-contents__link toc-highlight">面向对象编程模型</a></li><li><a href="#虚拟机" class="table-of-contents__link toc-highlight">虚拟机</a></li><li><a href="#基于组合与ecs" class="table-of-contents__link toc-highlight">基于组合与ECS</a></li><li><a href="#隔离与沙盒技术" class="table-of-contents__link toc-highlight">隔离与沙盒技术</a></li><li><a href="#复杂系统" class="table-of-contents__link toc-highlight">复杂系统</a></li></ul></li><li><a href="#realityis架构哲学" class="table-of-contents__link toc-highlight">RealityIS架构哲学</a><ul><li><a href="#建立互操作数据抽象" class="table-of-contents__link toc-highlight">建立互操作数据抽象</a></li><li><a href="#基于复杂系统的计算架构" class="table-of-contents__link toc-highlight">基于复杂系统的计算架构</a></li><li><a href="#外在结构和内在结构" class="table-of-contents__link toc-highlight">外在结构和内在结构</a></li></ul></li><li><a href="#realityis系统架构" class="table-of-contents__link toc-highlight">RealityIS系统架构</a><ul><li><a href="#构建一个动态类型系统" class="table-of-contents__link toc-highlight">构建一个动态类型系统</a></li><li><a href="#建立一个互操作抽象" class="table-of-contents__link toc-highlight">建立一个互操作抽象</a></li><li><a href="#简化数据获取" class="table-of-contents__link toc-highlight">简化数据获取</a></li><li><a href="#简化程序结构" class="table-of-contents__link toc-highlight">简化程序结构</a></li><li><a href="#复杂系统由主动到被动自动运行" class="table-of-contents__link toc-highlight">复杂系统：由主动到被动自动运行</a></li><li><a href="#非中心化的系统交互" class="table-of-contents__link toc-highlight">非中心化的系统交互</a></li><li><a href="#虚拟机-1" class="table-of-contents__link toc-highlight">虚拟机</a></li></ul></li><li><a href="#realityis技术特征" class="table-of-contents__link toc-highlight">RealityIS技术特征</a><ul><li><a href="#执行流程" class="table-of-contents__link toc-highlight">执行流程</a></li><li><a href="#互操作性-1" class="table-of-contents__link toc-highlight">互操作性</a></li><li><a href="#可组合性" class="table-of-contents__link toc-highlight">可组合性</a></li><li><a href="#个性化" class="table-of-contents__link toc-highlight">个性化</a></li><li><a href="#动态性-1" class="table-of-contents__link toc-highlight">动态性</a></li><li><a href="#分布式" class="table-of-contents__link toc-highlight">分布式</a></li><li><a href="#语义化" class="table-of-contents__link toc-highlight">语义化</a></li><li><a href="#组件化" class="table-of-contents__link toc-highlight">组件化</a></li><li><a href="#被动式" class="table-of-contents__link toc-highlight">被动式</a></li></ul></li><li><a href="#应用" class="table-of-contents__link toc-highlight">应用</a></li><li><a href="#挑战" class="table-of-contents__link toc-highlight">挑战</a><ul><li><a href="#技术挑战" class="table-of-contents__link toc-highlight">技术挑战</a></li><li><a href="#用户体验挑战" class="table-of-contents__link toc-highlight">用户体验挑战</a></li></ul></li><li><a href="#展望" class="table-of-contents__link toc-highlight">展望</a><ul><li><a href="#驱动硬件创新" class="table-of-contents__link toc-highlight">驱动硬件创新</a></li><li><a href="#驱动软件架构创新" class="table-of-contents__link toc-highlight">驱动软件架构创新</a></li><li><a href="#驱动数字形态创新" class="table-of-contents__link toc-highlight">驱动数字形态创新</a></li><li><a href="#驱动操作系统创新" class="table-of-contents__link toc-highlight">驱动操作系统创新</a></li></ul></li><li><a href="#总结" class="table-of-contents__link toc-highlight">总结</a></li></ul></div></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="col footer__col"><div class="footer__title">Cogine</div><ul class="footer__items clean-list"><li class="footer__item"><a class="footer__link-item" href="/zh/docs/introduction">Introduction</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/philosophy">Architecture philosophy</a></li><li class="footer__item"><a class="footer__link-item" href="/zh/community/questions">Questions</a></li></ul></div><div class="col 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