Three guards that looked right until I ran them against the real tool
Three verified bugs that only showed up when I actually ran the code
What four rounds of adversarial AI review caught in auth infrastructure code
I asked an AI agent to build a feature. It found I'd already built it — badly, three times.
Standardizing runtime env across a fleet of Next.js + Supabase apps

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