We build practical products by treating AI as part of the workflow — from idea shaping and specification to agentic implementation, review, release, and learning.
We build AI-native products on top of a Team Agent Workflow — a loop where human product judgment and agent execution keep improving each other.
| 01 | 02 | 03 | 04 | 05 |
|---|---|---|---|---|
| Idea | Spec | Implementation | Product | Learning |
| Find the user need | Make intent executable | Build with agents + review | Ship real value | Feed usage back into the next loop |
Idea → Spec → Implementation → Product → Learning
↑ ↓
└──────────── Loop Harness Engineering ──────────┘
Team Agent Workflow = the foundation underneath every step
Our main focus: building AI-native products through team AI workflows.
- Team Agent Workflow — agents collaborate across planning, implementation, review, and reporting.
- Loop Harness Engineering — each loop is instrumented, reviewed, and improved.
- Product learning — shipped products feed the next spec, not just the next task.
| Project | What it is | Status |
|---|---|---|
| b3rys-team-os | An AI-native team operating system for coordinating agents, workflows, tasks, reports, and decisions. | Public soon |
| b3rys-translate | A Chrome extension for bilingual translation on web pages and YouTube subtitles while preserving the original text. | Public |
| ai-hackathon-skill | A reusable AI hackathon operating playbook, packaged as a Claude Skill for teams, schools, and communities. | Public |
This page will grow as b3rys releases more products.
A workflow layer for AI-native teams: message routing, task state, reports, review loops, and agent collaboration in one operating system.
A translation companion for reading and watching in another language without losing the source text. Built for web pages and YouTube subtitles.
A practical operating kit for planning and running AI hackathons — from preparation and team flow to judging and post-event reuse.
b3rys explores how small teams can build, operate, and learn with AI-native workflows:
human intent + product judgment + agent execution + review loops = faster product learning
More products and experiments will be added here as they become public.
b3rys · products, workflows, and systems for AI-native builders