StepShield: When, Not Whether to Intervene on Rogue Agents. - Gloria Felicia; Michael Eniolade; Jinfeng He; Zitha Sasindran; Hemant Kumar; Milan Hussain Angati; Sandeep Bandarupalli (CoRR, 2026)