Discussion (4 Comments)Read Original on HackerNews

manoj079•2 days ago

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aka1356•1 day ago

Impressive: SigMap shows you can get ~80%+ hit@5 and ~97% token reduction with simple signature-based heuristics—no embeddings, no deps, just smart context pruning.

sudippoka•1 day ago

Very helpful

manoj079•1 day ago

Thanks! Happy to go deeper on any part — the TF-IDF ranking logic, the import graph construction, or the benchmark methodology. What are you working on?

Show HN: SigMap – 81.1% retrieval hit 5, 96.9% token reduce,zero deps

Discussion (4 Comments)Read Original on HackerNews