Beyond End-to-End Success: Diagnosing Failures in Long-Horizon Security LLM Agents

Wei Shao, Chongzhou Fang, Zuxiong Tan +4

Long-horizon security LLM agents must carry information and decisions across many dependent interactions, where later actions often depend on services, state, or access discovered…