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SENTINEL-RL for SOCs: Architectural Gains and Cost Realities from Decoupling Semantic and Topological Reasoning

This story is from 2026-09-10. It is preserved in the archive; the latest stories are on the live feed.

SENTINEL-RL for SOCs: Architectural Gains and Cost Realities from Decoupling Semantic and Topological Reasoning Security operations centers (SOCs) hit scaling limits when authentication graph analysis jams both semantics and topology through a single bottleneck. Most toolchains intertwine context p…

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  1. 2026-09-10 09:05 · DEV Community — Machine Learning
    SENTINEL-RL for SOCs: Architectural Gains and Cost Realities from Decoupling Semantic and Topological Reasoning

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