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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

Ken E. Friedl

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Preprint Sep 2026

Diversity-Guided Search-Based Testing of Large Language Model Applications

This paper presents a search-based testing framework for LLM-based applications that incorporates failure diversity as an explicit optimization objective and maintains an archive of generated tests and rewards distance from that archive, while a repopulation operator periodically replaces non-failing tests in the popul...

Lev Sorokin, Ivan Vasilev, Ken E. Friedl et al. · 0 citations

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