Beyond Suspicious Steps: Ontological Trust in Long-Horizon Agents

An He, Yao Wang, Haibin Zhang

Long-horizon agents increasingly operate across many steps, tools, and observa- tions. In this setting, the relevant oversight question is not only whether each action is locally v…