AI QAZAQSTAN.COM
RUKKEN
All Articles
1 min read
Исследования2026年9月12日

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

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}…

Shiyu Zhang, Leisheng Cheng, Huifu Li·arXiv — cs.AI
Original Source
Key Takeaways
  • 01.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
  • 02.We formulate annotation as \emph{capability-bound process supervision}…

This material is provided as an extended analytical summary.

Read full article at source
Aggregated within AI Qazaqstan national intelligence stream with author attribution.

Related Intelligence

All stories →