Dependence-Aware Risk Assessment and Optimal Design of AI-Agent Safeguard Systems

Yijia Li, Maochao Xu, Peng Zhao

Large language model (LLM) agents increasingly rely on safeguards to prevent unauthorized actions while preserving legitimate service. However, existing risk assessments often focu…