Teach Me to Think in the AI Way

Michael Murr··3 min read

Last updated: July 2026

He runs a small business and has never written a line of code. Artistic by background, sharp, impatient in the good way. We were a few minutes into building something together when he stopped me.

He did not want me to build it for him. He had seen people do that, hand the work to someone clever and end up with a thing they could not maintain or repeat. That was the opposite of what he wanted.

What he said, almost word for word, was that he wanted to learn to fish. Not my one trick. The way of thinking underneath it, so he could turn it on his own business, and the next one, and whatever came after.

The reframe that changed the lesson

It stopped me because he was right, and because most teaching gets this backward. The easy thing is to build the deliverable and let the student watch. They leave impressed and helpless. The harder, better thing is to make their real project the vehicle and the transferable skill the destination.

So we changed the plan on the spot. We would build his actual website, the thing he genuinely needed, but every step would be a lesson in the underlying move: break the goal into pieces, tell the AI exactly what you want, check what it gives you, adjust. The website was the excuse. The thinking was the point.

Don't teach me your one thing. Teach me to think in the AI way.

Why this is the only thing worth teaching now

I have come to believe this is the whole game, because the tools will not sit still. I watched a top model get pulled from the market in a week. Prices change, features move, the best option this month is second-best by winter. If what you learned was one tool's buttons, every change costs you. If what you learned was how to think, every change is just a new engine for the same skill.

The students who thrive are not the ones who memorized the most. They are the ones who can walk up to a tool they have never seen, give it their context in a few minutes, aim it, and judge what comes back. That is not a feature you can be locked out of. It is a way of working, and it is durable in a market where, by the World Economic Forum's own reckoning, the specific tools turn over far faster than the human skill of directing them. It is the same instinct behind treating prompting as a thinking skill, not a script to memorize.

What I tell every student now

I will build things with you. I will not build them for you, because the build is not the asset. The asset is you, afterward, able to do it again without me. So we use your real work as the classroom, and we spend our time on the moves that transfer: decompose, direct, evaluate, repeat. Learn those, and the next model that ships, or the next one that vanishes, is just Tuesday. If you want to learn AI as a way of thinking rather than a pile of tricks that expire, a free Discovery Call is where we would start.

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