Dev.to
7/22/2026

The AI Code Review Policy Template for Engineering Teams
Short summary
This post provides a copy-paste AI code review policy template covering four sections: a deterministic technical gate (BrassCoders scanner), human review requirements, secrets handling, and an escalation path for contested findings. It addresses the calibration gap where human reviewers struggle to catch AI-generated code failure modes that differ structurally from human errors. The template includes severity handling tables, audit artifact specifications, and override procedures, though it carries significant BrassCoders product promotion.
- •Copy-paste policy template with four sections: technical gate, human review, secrets handling, escalation path
- •Addresses structural failure modes of AI-generated code that standard PR review misses
- •Includes severity-based merge blocking, audit artifacts with 90-day retention, and documented override procedures
Generated with AI, which can make mistakes.
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