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

> *Machine translation (AI-generated content)*

**Published:** September 12, 2026
**Author:** Shiyu Zhang, Leisheng Cheng, Huifu Li
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/debate-to-skill-capability-bound-process-supervision-for-industrial-quer

arXiv:2609.11176v1 Announce Type: new Abstract: Industrial query-to-agent matching fails when topical relevance is mistaken for executable capability, especially on long-tail and boundary-sensitive requests. We formulate annotation as \emph{capability-bound process supervision}…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2609.11176)

**Tags:** #arXiv

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