AI / Merge Mind: The Self Learning AI Code Review Bot Interview Questions
What is Qdrant and why does Merge Mind use it?
Qdrant is a vector database, a type of database built specifically to store and search high-dimensional embeddings rather than plain rows and columns.
Merge Mind uses Qdrant to store embeddings generated from your codebase. When a new merge request comes in, it searches Qdrant for the most similar existing code so it can compare the new change against your team's actual patterns, not a generic style guide.
- Stores vector representations of code so similarity search is fast even across large codebases
- Lets Merge Mind ground its GPT-4 feedback in real examples from your own repository
- Grows more useful as more code gets indexed through initial and continuous learning
Without a vector database like Qdrant, Merge Mind would have no efficient way to recall how the team usually solves a given problem before generating a review comment.
What type of database is Qdrant?
Why does Merge Mind search Qdrant for a new merge request?
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