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