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  1. NewsRead10 Sept 2026

    Do Agents Know When They Succeed? Calibrating Agent Confidence from Internal Representations

    Calibrates agent confidence from internal representations rather than final outputs โ€” a step toward agents that know when they've actually succeeded and when to ask for help.