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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

Michail Bachras

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Book Open access Oct 2026

AgentChaosBench: Benchmarking External Fault Detection and Localization in Agentic Systems

Reliability in LLM-based agentic systems is a property of the whole execution (its tool calls, model calls, guardrails, and inter-agent messages), not of the final answer alone, yet evaluating only task outcomes reveals little about how or why a run fails. We present AgentChaosBench, a benchmark for detecting and local...

Chen-Kai Zhang, Yi-Ran Li, Yi-Fang Tian et al. · 0 citations

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