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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

Aiden Rubey

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Preprint Oct 2026

How Do Hardware Faults Manifest Differently in LLM Agents?

We present the first systematic study of the resilience of large language model (LLM) agents to random hardware-induced faults. Prior work on hardware fault resilience in LLMs focuses on model-level outcomes, such as incorrect outputs or generation failures. Yet LLM agents repeatedly interact with tools and environment...

Aiden Rubey, Zachary Coalson, Cong Chen et al. · 0 citations

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