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Update architecture: LSH layer, ScaNN, quantization, confidence floor, pruning
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Update README: add LSH vocabulary filter to architecture
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web search + self-learning + source metadata
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papers fixed, session WAL, teach script, UI updates
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favicon + unified UI + status page
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v1.1: self-learning pipeline, teach API, Q→A key fix, teach_conversations.py
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Update README.md
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initial commit