TraceGuard: Structured Multi-Dimensional Monitoring as a Collusion-Resistant Control Protocol

Khanh Linh Nguyen, Hoa Nghiem, Tu Tran

AI control protocols use monitors to detect attacks by untrusted AI agents, but standard single-score monitors face two limitations: they miss subtle attacks where outputs look cle…