Ying-Zeng Lv

RACE-SOC: Risk-Constrained Auditable Coordination Evaluation for LLM-Based Multi-Agent Security Operations

: Large language model (LLM) agents are now being used in security operations center (SOC) workflows to summarise security alerts, support triage, and suggest escalation or containment measures. Existing evaluations tend to focus on answer quality or benchmark accuracy, while the operational risks of multi-agent coordi...