AI / Merge Mind: The Self Learning AI Code Review Bot Interview Questions
How does Merge Mind analyze code changes when a merge request is opened?
Once GitLab's webhook notifies Merge Mind that a merge request was opened, it runs the changed code through several layers of comparison before generating feedback.
- Compares the change against embeddings of the codebase's existing patterns, stored in Qdrant
- Checks it against framework-specific best practices for whatever stack the project uses
- Cross-references the team's documented preferences
- Screens for common security and performance anti-patterns
Only after combining all four signals does it hand the assembled context to GPT-4 to generate the actual review comments, which is what lets the feedback sound specific to that codebase rather than generic.
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