Daniel Wentsch

As James Bessen notes repeatedly in the Harvard Business Review, automation doesn’t just create or destroy jobs — it transforms them. When bank ATMs rolled out, obituary writers sharpened their quills for bank tellers, but bank teller employment didn’t collapse — it grew. That’s because ATMs lowered the cost of running a branch, which meant banks

Cheaper creation doesn’t kill careers; it multiplies them. The future of work isn’t a world without people. It’s a world where people can do more, faster, and cheaper than ever before.

Work changes. It expands. The amount of work to be done grows when we lower the cost of job creation. New technologies bring new possibilities and previously unimaginable new jobs. An 18th-century farmer would never be able to understand the job of a web designer because it’s built on the back of numerous black swan innovations — like electricity,

A growing practical skill of today’s AI-first coders is knowing when to grab the wheel back from the machine and just do it themselves. The longer they wait, the deeper in a hole of wrong code they get, and the more work they have to redo. The system can turn a 10x acceleration into a 10x slowdown in a single turn of the wheel.

That’s the biggest irony of AI work. If you’re not already good at the task it’s doing, you can’t tell if what it generates is good. You don’t have the knowledge or the context.

If you’re using these systems for anything that matters, you need a verification pass that goes way beyond a lazy skim. That means detail-oriented human work — you must check every claim, every diagram, every link, every word, every line of code, every outcome and citation and fact. And who’s best positioned to verify? The very people who are

If the person using the AI can’t say clearly what they want and what a good result looks like, an AI can’t help them. As the old joke goes in consulting, machines will replace workers as soon as clients know exactly what they want. In other words, workers aren’t in danger.

Even if a team does know what it wants, that doesn’t make it easy to describe