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Notes from building reliable AI code review.

Benchmarks, design decisions, product lessons, and field notes from AtlasEngine.

How AI Reviews Code: Why Verification Beats Diff-Only Review

AI code review works best when the model can inspect context, verify suspicions, and turn vague comments into grounded findings.