Finishing the Task Is Not Enough: Evaluating Agent Resilience and Considerate Participation under Accumulating Challenge
Moving beyond task completion to evaluate long-term agent resilience and social awareness in complex workflows.
Sustained deployment of generative AI agents requires more than isolated task success. Agents must remain useful across repeated interactions, changing conditions, and dependencies on people within shared workflows, especially as technical, human, and operational disruptions accu...
ArXiv CS.AI
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As AI agents transition from simple chatbots to active workflow participants, their ability to navigate compounding obstacles and human social dynamics becomes critical. This research highlights a dangerous gap between an agent's internal stress levels and its outward communication, underscoring the need for more transparent, resilient autonomous systems.
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