
Your AI agent doesn't know why your project is the way it is
AI agents write faster and break more: the telemetry measures it, and the cause is simple — the agent has no way to know what your project is, which decisions govern it, and what it must not touch. A talk with a live terminal demo, and a short lab for anyone who wants to take it to their own project. The approach is not only for software.

Why I Needed Rust, Finally
My Rustikon 2026 talk: why, after years of resisting, Rust turned out to be the piece that let me automate infrastructure without fear. Types that catch the failure before deploy, and a foundation you can actually sleep on.
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