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[SOTA] Evaluate sqlite-vec as lightweight vector search for fleet #414

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opened 2026-04-08 11:20:52 +00:00 by Timmy · 0 comments
Timmy commented 2026-04-08 11:20:52 +00:00
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From SOTA research Q2 2026.

sqlite-vec (7.4K★) — SQLite extension for vector search. Runs anywhere SQLite runs. No ONNX, no heavy deps. Works in Python via loadable extension.

Perplexity's SovereignStore already uses SQLite+FTS5. Adding sqlite-vec gives us semantic vector search without chromadb's ONNX dependency.

Acceptance Criteria

  • Install sqlite-vec on Mac
  • Test: embed + search with local model embeddings
  • Compare speed and quality vs chromadb
  • Can it run on 2GB VPS (Bezalel)?
From SOTA research Q2 2026. **sqlite-vec** (7.4K★) — SQLite extension for vector search. Runs anywhere SQLite runs. No ONNX, no heavy deps. Works in Python via loadable extension. Perplexity's SovereignStore already uses SQLite+FTS5. Adding sqlite-vec gives us semantic vector search without chromadb's ONNX dependency. ## Acceptance Criteria - [ ] Install sqlite-vec on Mac - [ ] Test: embed + search with local model embeddings - [ ] Compare speed and quality vs chromadb - [ ] Can it run on 2GB VPS (Bezalel)?
Timmy self-assigned this 2026-04-08 11:20:52 +00:00
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Reference: Timmy_Foundation/timmy-config#414
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