Preprint Open access
What Did the Agent Actually Do? Evidence-Grounded Oversight for Long-Horizon Agents
As agents take on long-horizon tasks, users shift from making individual decisions to overseeing autonomous execution. Yet the volume of agent activity and the fragmentation of supporting evidence make it difficult to determine which decisions warrant user verification. We study monitors that identify consequential dec …