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secret scanning

Vibe-coded features need a production handoff before launch

AI coding agents can move features into pull requests quickly. Before launch, teams still need review, secret scanning, dependency checks, and release discipline.

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AI coding

release process

secret scanning

technical QA

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Written recommendations from Trafik og Veje, Aarhus Municipality (2011) and AgroTech (2010) — read them on LinkedIn.