arXiv:2610.10608v1 Announce Type: new Abstract: Security operations centers (SOCs) must triage large volumes of alerts, most of which are benign, while missed attacks can remain uninvestigated. Tool-using large language model (LLM) agents can retrieve evidence during triage, but it remains unclear how reasoning strategies determine what to gather and when an investigation is sufficient to close an alert.
From Investigation Failures to Reliable SOC Agents: Understanding and Improving LLM-Based Alert Triage
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