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Ultra efficient vector extension for SQLite


Making vector search fast, memory-efficient, and natural in SQLite.

These projects are valuable experiments, but they didn’t solve the constraints we were facing: speed, memory limits, and natural SQL usage. With quantization + preload, queries run in under 4 ms, roughly 17× faster than sqlite-vec, while still achieving perfect recall. Vector search is becoming an essential feature in many modern applications; yet, the SQLite ecosystem lacks an extension that meets the everyday needs of its community.

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