Uday Vallabhaneni

SENTINEL-RL: Offloading Topological Reasoning from LLM Agents in the Security Operations Center

This work presents Sentinel-RL, an agentic-SOC architecture that decouples topological reasoning from semantic reasoning, and contributes a reusable engineering pattern, a portable HPC deployment pattern, and an enterprise-readiness analysis covering false-positive economics, reversibility guarantees, audit compliance,...