The verify loop: the first answer is a draft, not a verdict

Lesson 2 of talking to it well: the habit that separates vibe coders who ship safe apps from those who ship bugs. Generate, then make the model… Aliteq Sam Ortega · Build Editor

The model's first answer is a draft; "works when I tried it" isn't "works"

Asking it to attack its own output finds edge cases you didn't know to look for

Generate, verify, refine is a loop you always run, not an optional mood

Make one verify question a reflex after any non-trivial change: "what inputs would break this?" or "list the edge cases you didn't handle." For anything touching money, auth or user data, add "and…

What this means for your app

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