Update architecture: LSH layer, ScaNN, quantization, confidence floor, pruning

Update README: add LSH vocabulary filter to architecture

web search + self-learning + source metadata

papers fixed, session WAL, teach script, UI updates

favicon + unified UI + status page

v1.1: self-learning pipeline, teach API, Q→A key fix, teach_conversations.py

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initial commit