Debate-to-Skill: Capability-Bound Process Supervision for Industrial Query-to-Agent Annotation

Shiyu Zhang, Leisheng Cheng, Huifu Li

Industrial query-to-agent matching fails when topical relevance is mistaken for executable capability, especially on long-tail and boundary-sensitive requests. We formulate annotat…