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TRACES: Proactive Safety Auditing for Multi-Turn LLM Agents via Trajectory-State Modeling
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 final outcome. Reactive auditing is therefore insufficient: post-hoc diagnosis frequently misses the chance to flag risks w
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