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Sound effects management for Horus's filmmaking pipeline. Catalogs audio files with acoustic analysis, provides semantic search via memory integration, tracks usage patterns, and generates missing SFX. Makes sound effects discoverable, reusable, and learnable through the Memory First pattern.