The Operator Story
I'm a builder. I started in web development and business process consulting. I was good at finding the broken thing in someone's operation and building software to fix it.
Then AI changed the math on what one person could do.
I went from building tools that helped teams work faster to building entire systems that handled specialized work on their own. Engineering validation. Materials planning. Inventory management. I didn't hire teams for these things. I built AI systems that did them.
Now I run multiple businesses on those systems. DeftX is where I do the same thing for other people's businesses.
The Burner Spec
Last year I needed a validated propane burner specification for a commercial pizza oven I'm developing. Normally you'd hire a specialized engineering firm. It would take months and cost tens of thousands of dollars. I had zero experience with computational fluid dynamics.
I used AI to learn CFD fundamentals, build simulation models, and run chemistry validation. The entire process took 10 days of fractional work. No outside engineering firm. No manual code. The output was a complete, validated burner and subsystem specification.
A contact at Insight Numerics, a firm that uses CFD as part of their flame detection products, reviewed the work. He said getting to that point should have taken months or years of specialized experience.
That's what I mean when I talk about compressing expertise.
How I Manage the Work
I run a pizza oven company and a VW parts business. Both are heavily automated by AI systems I built. That's not a conflict with consulting. It's the proof that the consulting works.
How I Think About AI
Most companies approach AI the wrong way. They hire a consulting firm that spends three months on an assessment, produces a PDF with recommendations, and then leaves. The company is exactly where it started, minus the consulting fee.
I do the opposite. You bring me a problem. I build a system that solves it. We test it together. If it works, we keep building. If it doesn't, we know in a week, not a quarter.
I don't specialize in one industry or one type of tool. If I understand the problem well enough, I can build a solution for it. I did it for computational fluid dynamics without ever having touched the field. I did it for materials planning. I did it for structured AI reasoning. The pattern is the same every time: learn fast, build fast, validate fast.
That's Knowledge Compression. It's not a framework I sell. It's how I work.
If this is how you want AI built for your business, I'd like to hear what you're working on.
See How I Work