AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Findings establish recoverability as an outcome-grounded decision variable for selective supervision in OPD and show that retaining teacher-correctable prefixes provides the largest individual contribution.
CARGO-VL is introduced, a group-relative framework that optimizes matched variants covering aligned, image-correct, text-correct, and both-wrong (A/V/T/N) evidence states as one bundle, supporting counterfactual consistency as a practical objective for reliable multimodal evidence arbitration.
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