Building a better Bugbot

Cursor built Bugbot, a code review agent that analyzes pull requests for bugs, performance issues, and security vulnerabilities. Through 40 major experiments, they increased its resolution rate from 52% to over 70%, doubling resolved bugs per PR from 0.2 to 0.5. The key breakthrough was switching to an agentic architecture that lets the model reason over diffs and call tools dynamically.