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A shopping copilot that inverts the shopper instead of matching keywords: exact-posterior retrieval plus information-gain questions. Hit@10 1.000, MRR 0.984, 1.96 turns, $0 per session.
Volc Agent Launchpad is a three-layer middleware that lets safe AI coding work pass, contains dangerous prompts and reported runtime actions, and exports verifiable trace evidence.
