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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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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 in the same prioritization decision. We study five quantitative operators used in the D-POAF decision practice and stress-test them under uncertainty, estimator dependence, drift, s...

Azzeddine Ihsine, Sara Ihsine · 0 citations

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