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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

Bilal Al-Ahmad

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Preprint Sep 2026

Evaluating the effectiveness of class-level LLM-generated test suites in Python

Reliable assessment of LLM-generated tests should treat executability as a gate and combine coverage with mutation testing and structural quality indicators, and in practice, model selection should precede prompt tuning.

Bilal Al-Ahmad, M. Harshvardhan, Khaled El-Fakih et al. · 0 citations

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