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Applied AI·June 22, 2026·1 min read

Vibe coding guide: How to transition from AI generation to live deployment

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The gap between an AI-generated prototype and a production app is where most teams are underestimating risk—security, observability, and data handling rarely come from the model. If you’re shipping AI-written code, formalize a “pre-deploy” checklist that treats it like third-party code: threat model, tests, logging, and rollback.