When AI Tools Fail (and When They Don't)

Built a structured AI development workflow that evolved over 5.5 months on a production app.

AI WorkflowMobileFlutterGovernance

Built structured AI governance: 11 agents, 14 skills, 8 commands

30+ AI-co-authored commits held to same quality bar: 703 tests passing

Mapped AI effectiveness boundary across 4 project phases

13 AI-generated branches verifiable in git

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