Calibration Is Not Control: Why LLM-Agent Oversight Needs Intervention

Chubin Zhang, Zhenglin Wan, Xingrui Yu +5

Runtime oversight for LLM agents is commonly framed as scalar risk prediction: estimate failure likelihood, confidence, or uncertainty, then intervene once the score crosses a thre…