S. Dubey

Real-Time Detection and Repair of LLM Agent Failures

This work adds a layer carrying deterministic verification, which recomputes a run's stated total from the tool results it actually received and confirms every required call was made, and asks how much detection is achievable from observable step telemetry alone, using monitors costing microseconds per step and trained...