Notes from the work

Clear thinking for
messy systems.

What I learn while building with AI, turning convincing prototypes into dependable systems, and staying for the part nobody applauds.

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The Last 20% Takes 80% of the Work

AI can produce a convincing prototype quickly. Production starts where the demo ends: edge cases, accessibility, security, mobile, and the boring paths nobody applauds.