Context Graphs in Industrial Operations: Different Stakes, Different Architecture
In a follow-up to all the responses to "AI's trillion-dollar opportunity: Context graphs", Jaya Gupta
Decision Traces for Agentic Operations: Why Agents Need Operational Memory
True agency requires causal understanding. Not just knowing what happened, but why it happened and
The Disaggregation of Labor: Why AI Will Create More Work, Not Less
How the Farmer's Journey from Ox to Orchestrator Reveals the True Pattern of Technological Transformation
The Mechanical Operator Fallacy: Why Industrial AI Needs New Roads, Not New Foundations
Two seemingly contradictory perspectives on AI transformation landed this week. Understanding how they fit together
The Industrial Productivity Crisis Is Real. Incremental Fixes Won’t Solve It.
LNS Research just published an analysis that should be on every industrial executive's radar: their
Is Your Operational Expertise Sitting in Text Files Anyone Can Copy?
If your prompts are portable, so is your competitive advantage. Where Your Operational Knowledge Actually
Enterprise Agents Don’t Need Better Models. They Need Better Plumbing.
Boston Consulting Group's AI Platforms Group recently published a briefing on building effective enterprise agents
Content Agents vs. Cognitive Agents: Why Industrial Operations Need Decision Intelligence, Not Just Task Automation
Microsoft's Ignite 2025 conference put AI agents at the center of enterprise strategy. As organizations
Code Democratization Is Here: Why Composable Frameworks Are Now the Difference Between Scaling Intelligence and Scaling Chaos
Authored by Wouter Beneke, Marketing Lead at XMPro The launch of Claude Cowork on January
The 90% You Don’t See: What Building Industrial AI Agents Actually Requires – A Solution Architect’s perspective on the build vs. buy decision for Multi-Agent Generative Systems
Authored by Nicholas Gould , XMPro Solutions Architect Claude Code is genuinely impressive. In a
Why Mining Valuations Are Increasingly Punishing Decision Latency – Implications for mining leadership and market confidence
Authored by Wouter Beneke, Marketing Lead at XMPro Executive Summary Mining equities are being re-rated
The Myth of Non-Determinism: Why Agentic Operations Can Be Predictable, Governed, and Safe
The Myth of Non-Determinism: Why Agentic Operations Can Be Predictable, Governed, and Safe Authored by
