Tag
#governance
5 posts tagged with "governance".
Software-Defined Operations Writes the Decision Down for AI Agents
Software-defined operations means the logic behind an operating decision lives in one place in software. Today it is spread across spreadsheets, procedures, control settings, approval routes and the experience of a few senior people.
Pieter van Schalkwyk
How Much Rigor Does Your Operational AI Need?
During workshop sessions with a large oil and gas company, we discussed how different artificial intelligence (AI) models could be used across operational use cases. Some applications allowed room to experiment with frontier models and change models regularly.
Pieter van Schalkwyk
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