TRACES: Proactive Safety Auditing for Multi-Turn LLM Agents via Trajectory-State Modeling

Jiaqian Li, Yanshu Li, Boxuan Zhang +2

LLM agents increasingly operate through multi-turn tool use and environment interaction, where safety risks often emerge from intermediate steps long before they surface in the fin…