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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

Azzeddine Ihsine

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Preprint Sep 2026

Governed Human-AI Prioritization Under Uncertainty: Adaptive Estimation and Dependency-Constrained Portfolio Selection

AI-native software engineering increasingly combines human judgment, historical analogy, parametric estimation, and AI-generated forecasts inside the same prioritization decision. The resulting problem is not merely how to rank candidate work, but how to govern heterogeneous estimates, uncertainty, strategic parameters...

Azzeddine Ihsine, Sara Ihsine · 0 citations

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