a248807e03f5c50163629b1cc0ee39d980bf0867
Precomputed top-K similarity cache replacing the naive Python-scan search_similar(). Also covers fixes for: embeddings table missing from _init_database, fusion N+1 query, and ai_provider 429 retry.
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