AI code review succeeds or fails on precision: a handful of noisy comments and the team silences the bot for good. The signal is grounding in the diff plus repo context, unforgiving false-positive control, and winning developer trust one accepted comment at a time.
Updated Sep 2026 · Grounded in real GenAI, LLM, and AI/ML engineering interview loops and written to a senior-engineer editorial bar.
AI code review succeeds or fails on precision: a handful of noisy comments and the team silences the bot for good. The signal is grounding in the diff plus repo context, unforgiving false-positive control, and winning developer trust one accepted comment at a time.
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