SENTINEL-RL: Offloading Topological Reasoning from LLM Agents in the Security Operations Center
arXiv:2609.04159v1 Announce Type: cross Abstract: Large language model (LLM) agents are increasingly proposed as autonomous SOC analysts, but two limitations make them unreliable at enterprise scale: