Dev.to
7/14/2026
The original title is: "Using a Second AI to Review Every Commit: Triage Lessons from CLAUDE.md"
Original: Every Commit in My Repo Gets Reviewed by a Second AI. Here's What Actually Changed.
Short summary
A developer shares lessons from having a second AI model (Codex) review every commit via a CLAUDE.md instruction. The key insight is that AI review rarely catches logic bugs but excels at spotting drift and inconsistency. The real value comes from triaging every comment into three buckets: fix immediately, ask a human first, or skip silently — which prevents review fatigue.
- •AI code review via CLAUDE.md catches drift and inconsistency more than logic bugs
- •Triage every comment into fix-it, ask-first, or skip-silently buckets to avoid fatigue
- •Concrete examples from nodejs/undici and vercel/eve PRs illustrate each bucket
Generated with AI, which can make mistakes.
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