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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

Xiao Han

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Jul 2026

Safety, or Just Capability? A Validity Audit of Agent-Safety Benchmarks

Naming the benchmark, metric, target behavior, and model panel is the minimum a safety claim needs, and both instruments score harmful compliance, so this is evidence of convergent validity rather than general safety.

You Wang, Xiao Han, Ding-Yan Shang et al. · 1 citation

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