How BugLens uses RAG to review code with your team's own standards

Generic LLM reviews are useless without context. Here is how we embed docs, past PRs, and RFCs into every review.

Code review quality is bounded by context quality. A model that only sees the diff will overfit to generic best practices and miss team-specific constraints.

The BugLens retrieval layer indexes docs, RFCs, and historical reviews so the reviewer can explain why something violates a local convention instead of hand-waving.

That context also improves trust. Engineers are more likely to accept review feedback when the reasoning points back to standards they already use.