What is vector embedding used for in Merge Mind?

A vector embedding is a numerical representation of code that captures its meaning and structure in a form that can be compared mathematically for similarity.

Merge Mind converts pieces of your codebase into embeddings and stores them in Qdrant. When reviewing a new merge request, it converts the changed code into an embedding too, then searches for the closest matches already stored, effectively asking whether the team has written something like this before.

• Lets the bot recognize when new code diverges from established team patterns
• Powers comparison against known security and performance anti-patterns
• Forms the backbone of both the initial codebase training step and ongoing continuous learning

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