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arXiv — cs.AI

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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…

arXiv — cs.AIBy: Qisai Liu, Qingyue Jiao, Bangwei Guo, Wenxi Dai, Changyi Yang, Jiahe Liu, Dimitris N. Metaxas, Yiyu Shi, Zhanhong Jiang, Minghao GuoOctober 20, 2026 (5 days ago)
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  • 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…
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Agents' Last Doubt: Knowing When to Act and When to Step Back in Tool-Using Agents

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