Don't Solve, Just Compare: Tiny Advisors for Runtime Intervention in LLM Agents.

arXiv:2608.21027v2 Announce Type: replace Abstract: LLM agents are emerging as an important paradigm for real-world tasks that require reasoning, tool use, and sequential decision-making. As these agents operate over longer horizons, runtime intervention offer