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Re:Show HN: I replaced vector databases with Git for AI memo... by meander_water on Thursday August 21, 2025 @05:10AM (#44970646)
You could use BM25S [0] instead of rank-bm25 for a nice speedup.

Also, there are tradeoffs associated with using BM25 instead of embedding similarity. You're essentially trading semantic understanding for computational speed and keyword matching.

[0] https://github.com/xhluca/bm25s

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