Two agents on one voice pipeline, sixteen permission-gated tools.

A LiveKit transport defect with a reproduction; the framework's fix cites it.

95% top-5 accuracy at 8 ms, with an MCP server and a LangGraph verifier.

Garments scored attribute by attribute, not one vector per image.