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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

Author

Xin Wang

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Preprint Jul 2026

SWE-NFI: Studying and Benchmarking Coding Agents for Non-Functional Improvements

This paper operationalizes developer-oriented NFIs into 92 executable rules and develops a comprehensive evaluation suite that combines functional correctness testing with rule-based NFI evaluation, and evaluates state-of-the-art commercial and open-source coding agents.

Pengyu Xue, Hengchen Yuan, Xin Wang et al. · 0 citations

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