Toronto, Canada · Local-First AI Control Planes · Deterministic Backends · FinOps Engines · Revenue Systems
┌──────────────────────────────────────────────────────────────────────────────┐
│ "I engineer sovereign AI control planes, deterministic software backends, │
│ and commercial infrastructure that survive production and print revenue." │
└──────────────────────────────────────────────────────────────────────────────┘
Whether you are here to collaborate, invest, build, or deploy—here is the fast lane to what matters:
| Audience | What You Care About | Where to Look |
|---|---|---|
| 💼 Investors & Partners | Unit economics, zero-cloud-markup GPU inference, Stripe ledger verification, productized recurring revenue, and defensible sovereign IP. | The Platform Engine · Commercial Suite · Storefront |
| ⚡ Contributors & Hackers | Multi-lane local LLM routers, ComfyUI batch pipelines, Postgres idempotent job queues, and deterministic cryptographic replay harnesses. | Enterprise Lineage · Open Source Repos · Contributing |
| 🤝 Potential Co-Founders & Colleagues | High-velocity execution, deep systems craft, clean architectural boundaries, zero-AI-slop ethos, and scalable distributed design. | Operating Philosophy · Architecture Playbook · LinkedIn |
| 🏢 Enterprises & Clients | Production SaaS repo rescue, private on-premise AI deployments, LLM token cost optimization (FinOps), and payment reconciliation. | Repo Rescue Audit · Settler Engine · TokenGoblin |
This platform is not a prototype or a conceptual mockup. It is a live, revenue-generating, sovereign AI command center running on real metal:
┌──────────────────────────────────────────────────────────────────────────────────────┐
│ SOVEREIGN CONTROL PLANE │
├─────────────────────────┬───────────────────────────┬────────────────────────────────┤
│ LANE ALPHA (Compute) │ LANE BETA (Memory) │ LANE GAMMA (Latency) │
│ NVIDIA V100 16GB │ NVIDIA Tesla P40 24GB │ NVIDIA RTX 3060 12GB │
│ High-Throughput Batch │ Large Context & MoE │ Sub-Second Interactive │
└────────────┬────────────┴─────────────┬─────────────┴────────────────┬───────────────┘
│ │ │
└──────────────────┐ │ ┌──────────────────────┘
▼ ▼ ▼
┌───────────────────────────────────────┐
│ OLLAMA ROUTER (Port 11438) │
│ Automatic Health-Probing & Fallback │
│ Hermes 3 · DeepSeek R1 · Qwen 2.5 │
└───────────────────────────────────────┘
| Layer | Hardware & Component | Operational Contract | Status |
|---|---|---|---|
| Control Plane | Command Center, Self-Heal, Watchdogs | 10/10 Core microservices, 83 cron jobs, 6h disk budget watchdog | ACTIVE |
| GPU Fleet | V100 16GB · Tesla P40 24GB · RTX 3060 12GB | 3 Hardware lanes, automatic load balancing, thermal & memory probed | ACTIVE |
| Inference Router | Ollama Router on Port 11438 | 13 Models hot-loaded (hermes3, deepseek-r1, qwen2.5, glm-4, embeddings) | ACTIVE |
| Image Workflows | ComfyUI Custom Pipelines | Batch generation, custom node packs, quality presets, isolated execution | ACTIVE |
| Checkout & Ledger | Stripe → checkout-api → revenue-os |
Signature-verified webhooks, signed receipts, immutable single-source ledger | VERIFIED |
| Proof & Audit Layer | Synthetic Audit Harness & Proof Score | Content-addressed caching, hash-chain integrity, denial behavior verification | VERIFIED |
| Compute API | Prepaid GPU Credit Gateway | Isolated API keys, bounded runtime, signed result delivery, webhook callback | ACTIVE |
| Commercial Storefront | Public Edge Deployment | 20 Product routes, automated license fulfillment, live at aiautomatedsystems.ca |
LIVE |
Systems that thrive in production do not separate software design from business proof. Architecture informs implementation, verification enforces truth, and customer feedback fuels the next architectural cycle:
- Architecture — Define data ownership, identify constraints, and isolate bounded domains before writing a line of code.
- Implementation — Build the smallest observable system that completely solves the operational bottleneck.
- Verification — Enforce cryptographic truth with real tests, endpoint assertions, and immutable evidence logs.
- Productization — Package tested technical capabilities into clear, high-margin, consumable products and services.
- Customer Surface — Expose reliable edge storefronts, transparent documentation, and frictionless Stripe checkouts.
- Support & Measurement — Monitor real unit economics, audit error budgets, and feed empirical metrics back into the architecture.
A curated suite of enterprise-grade foundations, deterministic engines, and cryptographic verification contracts:
VERIFICATION & EVIDENCE EXECUTION & DURABILITY DELIVERY & CONTROL
┌─────────────────────────┐ ┌─────────────────────────┐ ┌─────────────────────────┐
│ truthcore │ │ Requiem │ │ ReadyLayer │
│ Cryptographic Evidence │ ────► │ Native Execution Engine │ ────► │ Governance & Provenance │
├─────────────────────────┤ ├─────────────────────────┤ ├─────────────────────────┤
│ Reach │ │ JobForge │ │ Zeo │
│ Deterministic Replay │ │ Idempotent Postgres RLS │ │ Composable Agent Pipes │
└─────────────────────────┘ ├─────────────────────────┤ └─────────────────────────┘
│ MissionLedger │
│ Governed Mission Policy │
└─────────────────────────┘
- 🛡️ truthcore — Python verification kernel, content-addressed caching, anomaly detection, and offline evidence reports.
- 📜 Reach — Deterministic execution runtime, transcript replay, and cryptographic evidence contracts.
- ⚙️ Requiem — Native execution engine, operator console lineage, and deterministic control-plane contracts.
- 🔨 JobForge — Postgres-native idempotent jobs, exponential backoff, and Row-Level Security (RLS) execution boundaries.
- 🧭 MissionLedger — Governed agent missions, strict policy boundaries, and audit-grade execution logs.
- 🛡️ ReadyLayer — AI-assisted software delivery governance, automated policy checks, provenance tracking, and evidence export.
- 🧩 Zeo — Local-first composable agent pipelines, signed module artifacts, and deterministic exports.
Explore production-grade implementations across core architectural disciplines:
- llm-inference-api — OpenAI-compatible local inference gateway with dynamic batching and token telemetry.
- ollama-router — Multi-lane local model router with automatic fallback and latency-based load balancing.
- comfyui-api — Cloudflare-facing headless ComfyUI automation engine and queue manager.
- Nautilus — Deterministic operational AI infrastructure and containerized workflow orchestration.
- ControlPlane — Control-plane exploration, service supervision, and operator architecture.
- AI-Agent-Portfolio — Autonomous agent architectures, tool execution boundaries, and evaluation suites.
- JupyterNotebooks — Applied research notebooks in local model quantization, vision pipelines, and fine-tuning.
- Settler — Reconciliation intelligence engine for multi-source payment and marketplace settlement.
- TokenGoblin — Real-time AI token spend observability, dynamic routing, and LLM budget guardrails.
- finops-autopilot — Autonomous cloud cost anomaly detection and automated rightsizing policies.
- webhook-witness — Cryptographic webhook ingestion, payload signing, and tamper-evident replay logger.
- reliability-platform — High-availability platform tooling, circuit breakers, and automated disaster recovery.
- identity-entitlement-broker — Identity brokering, fine-grained entitlements, and zero-trust policy enforcement.
- enterprise-integration-fabric — Governed event-driven integration architecture for heterogeneous enterprise ecosystems.
- golden-path-platform — Internal developer platform (IDP) templates with baked-in compliance and CI/CD guardrails.
- commercial-architecture-simulator — Stochastic modeling engine for SaaS pricing, unit economics, and churn dynamics.
- architecture-playbook — Architectural patterns, decision records (ADRs), and migration runbooks.
- storefront — Edge-rendered e-commerce and digital product fulfillment frontend.
Turnkey software kits, audit playbooks, and production workflows packaged for immediate operational impact:
| Product Pack | What It Delivers | Target Outcome | Artifact |
|---|---|---|---|
| AI Command Center Setup | Local FastAPI control dashboard, systemd service, health probe daemon, and runbook. | Eliminate blind spots; prioritize fixes by revenue impact. | View Kit |
| Settler FinOps Engine | Deterministic matching engine, multi-source payment normalizer, and evidence packs. | Automate reconciliation; catch fee leaks and orphaned transactions. | View Kit |
| TokenGoblin Cost Optimizer | Real-time token measurement binary, intelligent LLM router, and ClickHouse analytics. | Stop LLM bill shock; cut inference spend by up to 60%. | View Kit |
| SaaS Repo Rescue Audit | Full codebase deep-dive: Auth, billing webhooks, Postgres RLS, and security vulnerabilities. | Hardened SaaS readiness; zero revenue-leaking edge cases. | View Kit |
| ComfyUI Pro Workflow Packs | Curated SDXL/Flux pipelines, custom nodes, batch generation scripts, and model configs. | Private, deterministic image generation on local silicon. | View Kit |
| APVA AI ROI Benchmark | Reliability-adjusted ROI model for workflow automation and AI worker deployments. | Justify AI spend with hard mathematical proof before buying. | View Kit |
| Automation Retainer | Dedicated systems architect support, weekly workflow upgrades, and priority triage. | Continuous operator velocity without full-time executive overhead. | View Kit |
| Consent-Based Voice Clone Kit | Ethical, high-fidelity voice fine-tuning pipeline with rights-cleared consent contracts. | Professional voice cloning for media, gaming, and production. | View Kit |
🔍 Explore Additional Commercial Products (Click to expand)
- 🎨 AI Character Generator Kit — Consistent multi-angle character generation workflows for game dev and storytelling.
- 🎬 AI Video Storyboard Studio — Automated script-to-visual storyboarding pipeline for creative directors.
- 🧪 Prompt Engineering Laboratory — Systematic evaluation and regression testing framework for LLM prompts.
- 👗 ComfyUI Fashion Lookbook Kit — High-res apparel rendering and virtual fitting workflow pack.
- 📸 ComfyUI Product Photo Kit — Studio-grade commercial product rendering pipelines.
- 🖼️ ComfyUI Thumbnail Creator Kit — High-CTR YouTube and social media thumbnail generation engine.
- 🔌 ComfyUI Node Starter Kit — Boilerplate and documentation for building high-performance custom nodes.
- ⚖️ Defend Your AI Legal Kit — Operational IP boundaries, terms of service, and compliance templates for AI SaaS.
- 📡 Floyo Workflow Radar — Workflow observability and bottleneck discovery system.
- 🩺 Local AI Lab Audit — On-site / remote audit of local GPU rigs, inference routing, and security postures.
- 📄 Research Paper Visualizer — Convert dense arXiv papers into executive architecture diagrams.
- 📓 AI Lab Notebook Packs — Ready-to-run Jupyter exploration notebooks for machine learning teams.
- 🩺 Live AI Lab Health Report — Real-time operational diagnostics and scorecards.
- ⚡ Private Compute API Access — Dedicated on-demand GPU lane access.
I do not build fragile wrapper apps or chase temporary social media AI trends. I build software that endures:
1. ZERO HALLUCINATED REVENUE
If it's not verified by a cryptographically signed Stripe webhook into an immutable
database ledger, it is not revenue. Vanity metrics are for pitch decks; cash flow is for businesses.
2. LOCAL-FIRST SOVEREIGNTY
Cloud APIs can change terms, jack up pricing, or deprecate endpoints overnight.
Own your compute, own your weights, own your data boundaries.
3. BORING RELIABILITY > FRAGILE HYPE
Postgres Row-Level Security, idempotent worker queues, explicit error boundaries, and
deterministic state machines beat clever hacks every single day of the week.
4. CRYPTOGRAPHIC PROOF OVER "TRUST ME BRO"
Every mission, run, and transaction must produce verifiable evidence. If a failure occurs,
we replay the exact transcript from content-addressed storage.
5. FIX THE SMALLEST ROOT CAUSE
Don't rewrite a million-line system when a 3-line concurrency mutex resolves the race condition.
Isolate, surgically repair, verify with tests, and ship.
6. BUILD TO MONETIZE & SCALE
Software exists to solve painful operational bottlenecks and sustain itself profitably.
If a system cannot pay for its own compute and create clear customer surplus, rethink the design.
| Core Languages & Runtimes | Backends & Frameworks | Storage & Caching | Infrastructure & Edge | AI & Local Inference |
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Clone, bootstrap, and run the verified test harness in under 60 seconds:
# 1. Clone the repository
git clone https://github.com/Hardonian/Hardonian.git
cd Hardonian
# 2. Automated bootstrap (detects stack, configures venv, installs dependencies)
just bootstrap
# or without 'just':
./scripts/bootstrap.sh
# 3. Configure environment
cp .env.example .env
# 4. Run the full validation suite & link audit
just test
# or via uv:
uv run python -m unittest discover tests
uv run python scripts/profile-link-audit.pyI am always interested in discussing bold technical architectures, sovereign AI infrastructure, enterprise migrations, venture partnerships, and high-impact software ventures.
"If you are building a serious AI, SaaS, integration, or revenue system, start with a specific bottleneck, a measurable outcome, and a verifiable path to production."
© Scott Hardie · Hardonia Sovereign Platform · Toronto, Canada