Uncovering Robustness Weaknesses in LLM Agents via Persona Evolution with Task-Integrity Constraints.

arXiv:2610.16155v1 Announce Type: new Abstract: Interactive-agent evaluations commonly rely on standardized LLM-based user simulators that exhibit broadly cooperative behavior, potentially overlooking failures that arise under diverse but realistic user intera