AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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It is argued that reproducibility, lineage from every output back to the source records that produced, and calibrated uncertainty define a distinct model class, which is called the Large Quantitative Model (LQM).
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,...
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