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News/SENTINEL-RL: Offloading Topological Reasoning from LLM Agents in the Security Operations Center
arxiv
PublishedSeptember 4, 2026 at 4:00 AM
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SENTINEL-RL: Offloading Topological Reasoning from LLM Agents in the Security Operations Center

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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: a finite context window cannot hold a multi-thousand-host authentication graph, and free-form genera

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