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FAISSMemory with brute-force cosine similarity. ColBERTMemory with token-level MaxSim scoring. HybridMemory with Reciprocal Rank Fusion combining multiple backends. All backed by SQLite for persistence. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>