End-to-end systems for autonomous coding agents — local inference, sandboxed execution, graph and replay memory, MCP, AP2, evals, and continual-learning loops.
- General Intelligence
- Ferrum Cloud The improvement loop that plugs into your coding agents and makes them get better over time — capture, replay, distill, share.
- Free Weights Test-driven coding gym in your browser — TS/Python/Java/Rust, with an offline AI coach on your own browser(WebGPU).
- Continual Intelligence A twelve-part illustrated essay series on the frontier of continual learning and reasoning.
- Harness Engineering A twelve-part illustrated field guide to building, evaluating, securing, and operating AI agents.
- Agentic AI & LLM Systems — selected technical writing on coding agents and LLM systems.


