Build Notes

Lessons from building, shipping, breaking, growing, and operating real products — first hand, not theory.

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Build Note

Why My AI Product Stack Keeps Changing

The real reason behind switching AI build tools so often — a hybrid, redundant stack across three providers plus a local fallback, and the lesson that made it non-negotiable.

AIProductTools
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Build Note

What Broke When I Rebuilt Three Products With AI

A first-hand account of the exact failure pattern AI-assisted building creates when speed outruns architecture — and what it actually looks like when a fix in one place starts breaking two unrelated things.

AIBuildingArchitecture