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falcon_
103mo ago
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GitHub Repository
Privacy-preserving semantic search via modular arithmetic. 98% retrieval quality, 8x faster than FHE. Patent pending.
0 starsPython
Zatron – Encrypted semantic search, 98% quality, 8x faster than FHE
by zahraarman·Jun 1, 2026·3 points·0 comments
AI Analysis
●●●BangerWizardryBig BrainZero to One
Encrypted semantic search via modular arithmetic—98% quality, 8x faster than homomorphic encryption.
Strengths
- •Modular arithmetic transformation obscures embedding structure while preserving 98% retrieval quality
- •Tested on 350k real Enron emails with correlation ρ=0.034 proving attacker can't recover similarity
- •Live HuggingFace demo with patent pending shows production-ready implementation not just theory
Weaknesses
- •Patent pending may limit open-source adoption and community contributions long-term
- •Top-1 accuracy drops to 55.5% on Enron—near-duplicate emails swap ranks in protected space
Category
Target Audience
Security engineers, privacy-focused developers, enterprises handling sensitive documents
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Crypten · TenSEAL · Private AI
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