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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

Nafis Tanveer Islam

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Preprint Aug 2026

From Metrics to Improvement: A Lifecycle-Aware LLM Feedback Framework for Research Software Quality

A lifecycle-aware framework that integrates quantitative software quality assessment with Large Language Model (LLM)-based code refinement is proposed and the potential of metric-driven LLM feedback for research software quality improvement is demonstrated while highlighting its inherently multi-objective nature.

Nafis Tanveer Islam, N. Soveizi, Yutong Li et al. · 0 citations

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