Tag
#governance
3 posts tagged with "governance".
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
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
Why Industrial AI Agents Don't Need to "Reason" Like ChatGPT
Industrial AI agents need more than a reasoning model — they need a governed decision architecture. Pieter van Schalkwyk explores XMPro's OODA-inspired Cognitive Decision Loop (ORPA: Observe, Reflect, Plan, Act) that lets MAGS work like virtual operators within bounded authority, leaving an auditable Decision Trace.
Pieter van Schalkwyk