AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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This work assembles Gold-50, fifty real product and policy episodes whose real-world outcome is known, adjudicated against the public record, and scores the five-way release verdict against it, finding most of the measured gap between frontier cloud models and open-weight models fine-tune and serve offline is attributa...
A three-tier persona vector with 23 operationalized dimensions, demonstrating the model faithfully reproduces real-world difficulty distributions and seven rule-described trait correlations produce auditable co-occurrence patterns without requiring learned covariance matrices.
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