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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Soroush Vahidi

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#artificial intelligence Open access Nov 2026

Retrieval-Assisted Scalar Grounding for Natural-Language Optimization: A Diagnostic Study

Abstract Retrieval and structural checks can make natural-language optimization outputs appear usable even when numerical grounding—assigning textual quantities to model parameters—is incomplete. We examine this diagnostic gap through three questions: fixed-catalog schema identification, the validity of coverage/type r...

Soroush Vahidi · 0 citations

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