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How our Context Engineering reduced bugs by 50% in Python code review

Description

The rise of AI coding agents has led to a surge in PRs awaiting review. Code reviews are critical but tedious to do manually. This is why we built a context-engineering approach at CodeRabbit that mimics how senior engineers review Python code. We feed context to LLMs from multiple sources including issue tickets, dependency graphs, MCP servers (Notion, Confluence), Linters/SAST, and your AI coding agent guidelines. This approach helps LLMs catch hidden bugs and edge cases that would otherwise slip through.

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