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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

Bhairavi Muralidharan

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Review Open access Jul 2026

Which Decisions Live in the Provable Layer? Formally Verified Safety Constraints for Agentic Clinical AI, with a Whole-Person Longitudinal Benchmark

This study measures that gap and releases CIV-Bench, a public benchmark of 832 clinical rule sets with safety properties across eight whole-person domains, in single-encounter and longitudinal forms, plus a computational stress tier, each with independently established ground truth.

Sanjay Basu, Parth Sheth, Bhairavi Muralidharan et al. · 0 citations

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