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34 posts in Resources.
34 posts

whitepapersJun 30, 202621 min read
How Do Agents Make Decisions Under Uncertainty?
An XMPro technical white paper. The decision happens outside the model, in a decision layer — how an operator agent decides under uncertainty on a Sequential Decision Analytics foundation, and why the decision still reproduces exactly.
Pieter van Schalkwyk
Guides & How-TosMay 26, 20261 min read
The Industrial AI Agent Manifesto
The Digital Twin Consortium has published the Industrial AI Agent Manifesto — a governance framework for deploying AI agents in safety-critical industrial environments. Ten engineering laws for trustworthy autonomous operations.
Pieter van Schalkwyk

articlesOct 22, 20255 min read
Multi-Agent Generative Systems: A Senior Manager’s Guide to Industrial AI That Actually Works
Download XMPro’s definitive guide to Multi-Agent Generative Systems (MAGS) — a practical roadmap for industrial leaders who want AI that actually works in real operations, not just pilots....
Wouter Beneke



EbooksApr 22, 20251 min read
Agentic AI Readiness Assessment Framework for Engineering Executives
Agentic AI Readiness Assessment Framework for Engineering Executives
Wouter Beneke



