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Espalier-Harness
A Claude Code harness that makes a planned, proven workflow the agent's default path, refuses its attempts to disable its own hooks, and treats CI as the only hard guarantee.
Systems
Software and AI tooling: harnesses, toolkits and free tools, each designed to be a workstation or to solve a problem. Everything is open sourced.
Systems projects
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Role-Aware Dashboard Toolkit
Python building blocks for apps where people change settings, compare recorded runs and sign off decisions: role checks, saved profiles, audit history and a working business demo.
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Free-Public-Tools
Free tools for AI assistants and coding agents, a new one every week. Each started in my own work with AI and is tested before release.
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Free-Public-Lessons
Free AI lessons, a new one every week. Each explains one idea about how AI works, with a video, code you can run and its sources, and is fact checked before release.