StepShield: When, Not Whether to Intervene on Rogue Agents

Gloria Felicia, Zitha Sasindran, Jinfeng He +3

Agent safety benchmarks measure whether a monitor detects harm, not when. Yet timing is the difference between intervention and autopsy. We introduce StepShield, the first benchmar…