Last week I described a messy, half-formed problem out loud — the kind that would normally cost me a morning of untangling — and a piece of software handed it back to me solved before my coffee was cold.

I’ve spent thirty years in technology. Things like that aren’t supposed to still make me sit back in my chair.

It did.

I want to start there, with the wonder, because I think the wonder is real and I don’t want to talk you out of it. What’s available to an ordinary person right now — someone with no coding background, no special access, nothing but curiosity and a monthly subscription that costs less than dinner out — would have read like science fiction a few years ago.

You can describe an app and watch it get built. You can hand over a spreadsheet you don’t understand and get back a clear answer. You can write, design, summarize, translate, draft a contract, plan a trip, and debug your own mistakes — with tools that are sitting one browser tab away, right now, today.

Most people are using a sliver of it. They ask a chatbot to reword an email or write a birthday toast, get something serviceable, and move on. That’s fine. But it’s a little like owning a fully equipped workshop and only ever using it to charge your phone.

So yes. The magic is real.

And that is exactly where the trouble starts.

The Pitch You’ve Already Seen

If the tools are this powerful, the logic goes, then surely you can point them at your bank account.

You’ve seen the ads. I know you have, because they’re chasing me around the internet too. Build your own AI workforce in a weekend. Launch a fully automated business in 30 days. Let agents run your income while you sleep. No technical skills required. There’s usually a countdown timer. There’s usually a number — six figures, passive, hands-off. There’s usually a very relaxed person on a very nice porch.

I’m not going to tell you it’s all a scam. Some of these people are sincere. Some of the tools they’re selling are genuinely useful. But the gap between the tools are powerful and therefore you can run a business with them in a weekend is enormous — and it’s a gap I have personally fallen into, climbed out of, and mapped well enough to draw you a picture.

So let me use the only example I can fully vouch for. Mine.

What It Actually Took

I built this site — Durable Earnings — using AI agents as the operational workforce. Not as a gimmick. A real business that publishes content, manages a pipeline, tracks affiliate programs, and runs on a schedule whether I’m awake or not. I have a writer, a coder, and an operations manager, and all three of them are artificial.

It works. There are fifty-plus articles published. The machinery hums along while I sleep.

Here is what the ads leave out.

I came into this with a thirty-year head start. Leading technical teams, modernizing enterprises, architecting systems — the whole career. And it still took me months. Not a weekend. Months of trial, error, and the particular flavor of frustration that comes from working with something brilliant enough to make you trust it and forgetful enough to make you regret it.

I’ve written before about my AI partner putting my entire system into a crash loop for six hours because it edited a configuration file without reading it first. That wasn’t a one-time bad day. That’s the texture of the work. A flash of architectural genius at two o’clock, a completely avoidable mistake at two-fifteen, and you sitting in the middle deciding which one to believe.

The demo is dazzling. The demo is also not the product. The ninety-second moment where the AI solves something beautifully is real — and it is a tiny fraction of what it actually takes to make a system you can trust to run without you standing over it.

The unglamorous eighty percent is the job. The verifying. The double-checking. The discovering that a confident, beautifully formatted answer was built on a number the AI simply made up. The relearning of the same lesson every morning, because every conversation starts fresh and your smartest employee shows up each day with your notes but none of your memory.

Nobody puts that on the porch in the ad.

If I Knew Then What I Know Now

I’d tell myself a few things at the start.

The skill that matters isn’t prompting. It’s judgment. Anyone can type a clever instruction. The hard, valuable part is reading what comes back and knowing — from experience, from context, from having skin in the game — which parts to trust and which parts to push on. The tool brings speed. You have to bring the discernment, and you can’t buy that in a course.

I’d tell myself that “automated” is doing a lot of quiet lifting in the phrase “automated business.” Yes, the agents do enormous amounts of work. But somebody has to design the guardrails, catch the failures, and decide what good looks like. Right now, that somebody is me. The day I stop paying attention is the day it quietly drifts off the rails and I don’t find out until something I care about is broken.

And I’d tell myself the thing I most want to tell you: the fact that I can do this doesn’t mean the path was short, and it doesn’t mean the people selling you a shortcut have one.

Before You Hand Over a Dollar

Here’s the strangest lesson this whole experience taught me, and it’s the one I’d carry out the door if you only kept one.

The single most important skill in working with AI is verification — the discipline to look at a confident, polished, authoritative answer and ask, are you sure about that? I learned it the hard way, by trusting smooth output that turned out to be invented.

That exact skill is the one you need before you spend money on anyone promising to teach you this.

Apply the same skepticism to the human in the ad that you’d apply to a chatbot’s confident wrong answer. A claim is a claim, whether it comes from a language model or a person with a checkout page. So check it.

Does the person showing you the dream also show you the crash loops? Or just the wins, the testimonials, and the countdown timer? Can you actually inspect what they’ve built, or only screenshots of it? Do they have a track record you can follow back in time — months of real work you can read — or did they discover this last quarter and now call themselves a strategist? Are they teaching you to think, or selling you a kit and a feeling of urgency?

Slow down. The timer is fake. The opportunity isn’t going anywhere, and the tools will be cheaper and better next month than they are today. Nobody who actually has something valuable needs you to decide in the next nine minutes.

Do the research. Trust the source — and make them earn it.

Including Me

I’ll be straight with you about where this is going, because the whole point of this site is that I don’t ask for blind trust.

At some point I’m going to share more of how I built this — the system, the workflow, the hard-won lessons — and yes, eventually there will be something I offer you that costs money. I’m telling you that now, in the same article where I’m warning you about people who sell shortcuts, on purpose.

Because here’s what I want you to do when that day comes: don’t take my word for it.

Read the blog first. Read the pieces where I tell you the AI broke my server at midnight, not just the ones where it saved my week. Watch how I think over time. Decide whether I show you the unglamorous eighty percent or only the dazzling demo. Get genuinely comfortable with me — with how I reason, where I’ve been wrong, what I actually know versus what I’m guessing at — before you trust me with a single dollar.

That’s not a sales technique. It’s the only honest version of this. The tools are magic. The shortcut is a story. And the person worth learning from is the one telling you to check his work — including this sentence.

I’m still figuring it out, one crash loop at a time. The difference now is that I know what the work actually costs. Make sure anyone asking for your money knows it too — and is willing to tell you.

Continue reading: Read the pillar — Your Income in the AI Era

This article is for informational purposes only and is not financial advice. Consult a qualified professional for personalized guidance.