Physical AI and the Unpredictable Factory
Picking up a box sounds simple until the packaging changes, the lighting shifts, or something slips. I explore how Physical AI is evolving, NVIDIA’s role in popularizing it, and what manufacturers should look for when deciding whether these machines can handle the unpredictability of a working factory.
IT/OT Convergence Is Not One Thing
IT/OT convergence can mean anything from connecting systems to reorganizing departments, which makes agreeing on it suspiciously easy. Inspired by The IT/OT Handbook, I explore eight common operating patterns, how they fit together, and why the right arrangement depends on the work you’re actually trying to get done.
The AI Map Nobody Really Agrees On
AI categories sound clean until you try to attempt to draw them. This article explores how Consumer AI, Enterprise AI, Generative AI, Agentic AI, Traditional ML, Industrial AI, and Physical AI actually overlap, and why the messy spaces between them may matter more than the labels themselves.
Is Industry 4.0 working?
For more than a decade, manufacturers have invested heavily in the technologies of Industry 4.0, yet U.S. manufacturing productivity has barely moved. So is Industry 4.0 actually working, or are we measuring its impact in the wrong way?
You Can’t Lead at Everything
Every company wants better products, closer customers, and greater efficiency. The hard part is deciding which one you will actually build the business around.
What Industry 4.0 Scale Actually Requires
A successful pilot proves that the technology can work. Scaling it requires something far more difficult: a dependable operating system of data, context, decisions, workflows, and standards that can survive different people, equipment, shifts, and plants.
Where AI Is Really Taking Hold Across the United States
AI may be accessible everywhere, but the talent, infrastructure, research capacity, and business readiness required to create real value remain highly concentrated. This article explores which U.S. states appear best positioned to lead, why Texas is close to the top tier, and where the map could shift next.
When Will Technology Actually Matter? The Two Clocks of Industrial Innovation
Technology impact depends on two clocks: when a technology becomes viable and when a company completes the prerequisites needed to use it. Reflecting on the WEF Intelligent Industrial Operations Outlook 2026, I explore where the timelines may be right, which technologies I would move and why the same future will arrive at very different times for different companies.
What Matters Most When Scaling AI in 2026
The hardest part of scaling AI is not deciding what matters, it is diagnosing what matters most right now.
12 Laws of Industry 4.0
Industry 4.0 isn’t just changing technology. It is creating new laws of industrial behavior. These 12 laws explain the hidden forces shaping how systems connect, data creates value, and intelligence changes decisions.
Automation Vs. Agency Vs Autonomy
There is a massive structural difference between a system that executes a rule and one that chooses a path, and mixing them up is an expensive mistake.
2026 Top Struggles in AI Initiatives
We are spending money on AI like we have it all figured out, but the data shows we are still stuck on step one.
The State of Industrial AI in 2025: Capability Is Easy. Scaling Is Hard.
The story of Industrial AI in 2025 is simple: lots of capability, very little scale. The next advantage belongs to the companies that can operationalize trust.
The Industrial AI Implementation Process
Your Guide to Industrial AI Implementation
Maslow Goes to the Factory: The Hierarchy of Manufacturing Needs
Factories have needs too. Just like Maslow taught us about people, manufacturers must climb their own pyramid.
Time Is Money: How Poor Code Management Drains the Factory Floor
Every second counts on the factory floor, yet countless hours slip away due to messy code management.
Planning Horizons in Manufacturing: The Hidden Divider Between Leaders and Laggards
Do You Plan for Tomorrow or Today? What Your Horizon Says About Your Future
Strategic Thinking for Industry 4.0
This isn’t a tech stack…it’s a decision stack. Build it in this order or build excuses later.
Manufacturing Technology Investment 2025
We’re Not Underinvesting in Tech. We’re Underinvesting in Readiness.
AI Maturity in 2025
The State of AI Maturity in 2025: Scaling Ambition, Stumbling on Execution