arXiv cs.AIPaper
SENTINEL-RL: Offloading Topological Reasoning from LLM Agents in the Security Operations Center
This is smart system design for a real problem: LLM agents hallucinate on large graphs and produce invalid actions. By offloading topology to a learned policy and restricting the LLM to narrative generation, it trades flexibility for safety and scalability. If you're deploying agents in security operations, this pattern—structured reasoning for the hard part, language for the human interface—is worth copying.