What Did the Agent Actually Do? Evidence-Grounded Oversight for Long-Horizon Agents

Published 14 October 2026

Researchers introduce AgentMonBench to test how well monitors find important decisions and supporting evidence in long-horizon agent tasks. Their training-free Evidence-Grounded Behavior Graph organizes source-linked evidence into behavior graphs, improving decision detection and evidence localization across eight models.