#Pull Request Review

Engineering

We built an AI-powered pull request reviewer, shut it down after hallucinations and false positives eroded developer trust, then rebuilt it with better models, broader context, and a more conservative agent architecture. This article shares what we learned about automated code review, why trust matters more than coverage, and how AI reviewers can help engineering teams reduce repetitive review work without replacing human judgment.