What is the safest way to use vibe coding in production software?

Use AI to draft small changes, then require a named owner, risk classification, independent review, tests, security checks, browser verification, and rollback notes before the change can merge or deploy.

Is AI code review enough for AI-generated code?

No. AI review can help find issues, but production readiness still needs human accountability, executable tests, dependency and secret checks, route QA, accessibility checks, analytics validation, and release evidence.

Who should approve AI-generated code before it merges?

A qualified human engineer should approve it, and the reviewer should be separate from the person or agent that generated the change. Security-critical files should require a higher review threshold plus automated evidence such as SAST, DAST, dependency review, secret scanning, and written exceptions for any critical finding that is not fixed before merge.

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Closeaim Software Solutions

AI-assisted delivery governance · 2026-06-16

Vibe coding needs AI code review and release gates before production

Vibe coding can speed up drafts, but production teams need AI code review, test evidence, ownership, and release gates before generated changes reach users.

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