AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Fidelity probes are introduced to check a specification against the code and guide its revision, using an observability rule to focus probe questions on behaviour that the modernized system is intended to preserve, including user-visible outputs, changes to stored business data, and interactions with other systems.
Progressive Code-Switching (Progressive Code-Switching) is proposed, a more efficient transfer framework that requires only lightweight translation without any stronger model for distillation or judging for target-language reasoning.
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