Agentic Supervisory Interfaces: How XMPro Enables Autonomous Industrial Operations
This article explores how control rooms are evolving from dashboards that show what’s happening, to
Nov
Why Agentic Operations Is More Than Agentic AI
When equipment fails at 2 AM, the operator who sees the alarm often knows what
Nov
The Hidden Crisis in Enterprise AI: Why Software Bills of Materials Are Your Best Defense
Gartner predicts that through 2028, over 50% of AI initiatives will halt because organizations
Nov
When Mechanical Engineers Start Building Multi-Agent Systems
Something happened in our engineering team recently that made me rethink what expertise means in
Nov
When IT Needs and Operational Value Diverge: A Multi-Agent Reality Check
I joined an interesting call today with the IT division of a large multinational energy
Nov
Why Cognitive Architecture Matters When Economic Models Break
Why I’m Writing This I don’t often write direct responses to LinkedIn posts, but Michael
Oct
Beyond the Hype: Why Most ‘AI Agents’ Are Just Workflows in Disguise
Mark O’Neill‘s recent post on AI agents struck a nerve with me. He points to
Oct
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
Oct
The Industrial Agentic Organization: Part 3 – Technology Architecture and Implementation Roadmap
In Parts 1 and 2, we explored business model shifts, organizational changes, governance requirements, and
Oct




































































