Tag
#agentic-operations
27 posts tagged with "agentic-operations".
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
Software-Defined Operations: Change How Operations Work
A new book from XMPro CEO Pieter van Schalkwyk. Software-Defined Operations is an architectural pattern that decouples operational decision and coordination logic from applications, automation and infrastructure, so it can be configured, changed and governed through software. 44 pages, free PDF.
Pieter van Schalkwyk
What 50 Analyst Research Appearances Reveal About XMPro
From digital twins to Agentic Operations, the pattern behind XMPro's 50 analyst research appearances since January 2024 tells a bigger story than the number.
Wouter Beneke
An Ontology Is Not a Graph Database
Why industrial context needs a system of fit-for-purpose data stores, standardized and governed, before an agent can act on it safely.
Pieter van Schalkwyk
Who Owns Your Context Layer?
France's intelligence agency dropped a platform it could not itself turn off. Any operator building an industrial context layer faces the same exposure, and the consolidation into OEM stacks makes it urgent. The procurement question has changed from which platform has the best features to: whatever happens to this vendor, what do I still own?
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
Agentic Operations in Action: Depropaniser Optimization Example
An approved-access walkthrough of XMPro agentic operations in an industrial setting.
XXMPro
When an AI Agent Makes the Call, Can You Trust It? The 4 Questions We Get Asked Most
When an AI agent makes an operational decision, can you trust it? It's the question we get asked most — and most "agentic AI" can't answer it. This is a worked example of XMPro MAGS (Multi-Agent Generative Systems), applied to a 3D-printing defect test-bed and built around the four questions that…
XXMPro
288 Years of Research Behind MAGS
The oldest idea in the MAGS codebase was published in 1738. A tour of the 288-year research lineage built into MAGS — every architectural layer traced to the published work it implements, cited at the line of code.
Pieter van Schalkwyk
XMPro CEO Pieter van Schalkwyk Speaks at CIIT Mining Conference in Peru on Agentic Operations and Building Trust in Industrial AI
Pieter van Schalkwyk presents on agentic operations and building trust in industrial AI at the CIIT Latam Congress in Lima, Peru.
Pieter van Schalkwyk
NEC NEGMAS + XMPro MAGS | A New Era of Trusted Enterprise Negotiation AI
NEC NEGMAS + XMPro MAGS represent a new era of trusted enterprise negotiation AI — combining advanced multi-agent negotiation science with real-time operational intelligence. 🔹 NEC NEGMAS delivers advanced negotiation algorithms grounded in game theory, auction theory, and strategic reasoning —…
XXMPro
Agentic Operations for Industrial Enterprises: How XMPro Scales Autonomous Industrial AI Safely
Industrial autonomy is no longer theoretical. In this video, you’ll see how XMPro enables Agentic Operations for Industrial Enterprises — where AI agents collaborate, reason, negotiate, and act autonomously within governance boundaries. Unlike traditional dashboards, Agentic Operations is built for…
XXMPro