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AI Agents Masterclass

AI Agents Masterclass

Chris Campbell

Posted April 13, 2026

Chris Campbell

I'll be honest with you.

When I first heard the phrase "AI agent," I thought it was for someone else.

The kind of thing that gets covered in Wired magazine and matters enormously to people in San Francisco and basically no one else.

Fortunately, I was wrong.

And I also think most people—most smart, successful people—are making the same mistake I almost made.

Because once I saw what these things could actually do…

I understood why the smartest people in Silicon Valley can't stop talking about them.

It all comes down to this: the biggest barrier between a good idea and a real business is disappearing.

This changes the math for everyone—builders, investors, and entrepreneurs alike.

Even the Elite No Longer Code

Scott Wu is 27 years old.

At 15, he won an international programming competition. At 17, he was world champion.

He's one of maybe 50 people alive who could be fairly described as a “perfect” programmer.

Cognition—his company—has more gold medal programmers on staff than any organization in history. These are the people who literally won the Olympics of code.

And just last week, Wu made a confession: his engineers don't write code anymore.

Why? Because AI writes code for them.

The world's best programmers, at one of the world's most advanced AI companies, have stopped typing code.

And they’re building elite-level software 12x faster than before.

You’re probably thinking, “So what?”

But, zooming out, there are two shifts buried in all of this.

Both will seem obvious in five years. Neither is getting nearly enough attention right now.

Atoms > Bits

This doesn't mean ONLY elite coders can build good, workable software.

It means, increasingly, basically anyone can.

And as software gets infinitely cheap, the returns to doing things in the physical world go up.

Every business that touches atoms has been limited by the software layer on top of it.

The antiquated scheduling system. The inventory tool cobbled together in Excel. The custom platform they couldn't afford to build so they just... didn't.

That layer is thinning now.

For investors, this means one thing the market is still sorting out…

The businesses that get re-rated the hardest are sitting on assets nobody can replicate—quarry permits, refrigerated warehouses, physical rail track, owned terminals, etc.

Wall Street has a name for this now: HALO. Heavy Assets, Low Obsolescence.

These businesses have been valued like slow, dumb, capital-heavy operations. Largely because they are. And oftentimes, the software layer running on top of them reflects decades of underinvestment—because fixing it was never cheap enough or always too complex to tackle.

Remove that bottleneck and you're looking at a completely different earnings profile on assets that aren't going anywhere.

Defensive asset. Solvable drag. Market still asleep.

Meanwhile, there’s another consequence:

The Small Business Engine

Scott Wu also said something that makes a lot of sense once you realize what AI can now do:

"I think there's going to be an explosion in small businesses."

The thing that kills small businesses before they start, he said, is specialization of labor.

You can't afford the lawyer. The financial analyst. The software team. The product designer. You're one person against companies with fifty.

AI is beginning to collapse that gap.

The custom platform your biggest clients have been asking for. The internal tool your team has been waiting on. The thing you've been sketching on napkins for two years because you couldn't afford to make it real.

And it fits your exact needs. Fast.

Agency is the only remaining bottleneck.

The highly agentic person—someone who sees a problem and just starts moving toward it—is about to have a decade unlike anything we've seen.

Everyone else is going to wonder what happened.

So What Do You Do?

So what do you actually do about it? Start small.

The skill that matters now isn’t knowing how to code. It’s knowing what to build.

Right now, I'm testing this with real businesses in my area.

And I'll tell you what I keep seeing: the learning curve is smaller than you think, and the advantage is bigger than most realize.

That’s why I put together this “starter kit.”

It’s an AI agent masterclass for anyone who’s interested in learning the basics.

Click here for full access (bookmark the link).

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