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
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Blog
Beyond Predictive Maintenance: How Causal Analytics Eliminates Recurring Failures
Beyond Predictive Maintenance: How Causal Analytics Eliminates Recurring Failures Author: Marcos Augusto Burgos Saavedra
Beyond OpenClaw: Why Industrial Agents Need Bounded Actuation
I’ve worked on autonomous operations for years, back when agents weren’t sexy or interesting. People
Sunday Morning Strategy: How I Use AI for Continuous Tactical Calibration
Sunday morning, February 15, 2026. I’m reading The Australian over coffee when an article catches
Your Best Engineers Are Maintaining Software Instead of Optimizing Operations
The engineers who should be building operational advantage are spending their time maintaining internal AI
The “AI Wants to Kill You” Story Shows Why Architecture Matters More Than Alignment
Mark Vos‘s adversarial testing of an AI assistant made headlines across Australia this week. After
When Your Senior Engineer Asks: “Can We Build This in Claude Code?”
A senior technical team member asked me last week if we could build something like
The IP Protection Question No One Is Asking About Agentic AI
Organizations deploying agentic AI systems ask about accuracy, hallucinations, ROI. Few ask about intellectual property
The Decision Traces You Have and the Ones You Need
Jaya Gupta argues that decision traces are the moat in her recent follow-up article on
