2026
Adding agentic harnesses to a codebase
Adding tooling to help AI ship well, why gating on coverage alone backfired into gamed tests, and why the fix looks like the platform work I used to do for teams.
Adding tooling to help AI ship well, why gating on coverage alone backfired into gamed tests, and why the fix looks like the platform work I used to do for teams.
AI made generating code cheap. The disciplines that used to be optional, the harness and knowing what good looks like, are now the whole game.
How I used Claude to find my values, why naming them gave me permission to stop caring about everything, and the site I built so you can do the same.
How I used Claude to structure a talk around Patrick Winston's 'How to Speak', and why the method, not the model, is what made it land.
Why I dropped spec-driven development for ShapeUp, and how splitting decision clarity in two changed how we ship.
How I landed on Sunsama after Claude and Morgen didn't stick, and why the daily plan and shutdown ritual mattered more than the tool.
How I used AI to actually apply a book to my life, and the public posture that fell out of it.