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ResearchOctober 20, 2026

Agents' Last Doubt: Knowing When to Act and When to Step Back in Tool-Using Agents

arXiv:2610.24194v1 Announce Type: new Abstract: Tool-using LLM agents repeatedly face decision points under uncertainty, choosing between autonomous action, additional information gathering, and human escalation. These decisions require balancing task success against interaction…

Qisai Liu, Qingyue Jiao, Bangwei Guo, Wenxi Dai, Changyi Yang, Jiahe Liu, Dimitris N. Metaxas, Yiyu Shi, Zhanhong Jiang, Minghao Guo·arXiv — cs.AI
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Key Takeaways
  • 01.arXiv:2610.24194v1 Announce Type: new Abstract: Tool-using LLM agents repeatedly face decision points under uncertainty, choosing between autonomous action, additional information gathering, and human escalation
  • 02.These decisions require balancing task success against interaction…

This material is provided as an extended analytical summary.

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