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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

Tianqi Fan

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Preprint Aug 2026

CodeMechanic: Bug-Property-Guided Program Mitigation

This work presents CodeMechanic, a bug-property-guided system for generating constrained mit- igations for spatial memory corruption that combines a two-dimensional static and dynamic context extractor with in-prompt debugging knowledge and stepwise val- idation to limit the effect of LLM errors.

Han Zheng, Rafaila Galanopoulou, Ilia Shumailov et al. · 0 citations

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