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Daniel Wentsch

Things read, heard, watched and found. Now and then a thought of my own.

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No, AI Won’t Take All the Jobs. Here’s Why.

Daniel Jeffries

AI can automate many tasks but cannot replace human judgment, creativity, and messy real-world work. Running reliable AI is expensive and needs verification, maintenance, and human oversight. Jobs will change and new ones will appear; AI will move bottlenecks, not end work.

1 Mar 2026

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 clearly. Designing the prompts and decision points for an agent is a task littered with pitfalls.

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 already good at whatever the AI is trying to do: the workers it’s supposed to replace.

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.

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.

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, computers, and the internet — that he couldn’t possibly imagine.

We’re great at imagining all the jobs that will disappear because of a new technology, but terrible at predicting the ones that will be created because they don’t exist yet.

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.

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 could open more branches, where the teller’s job changed from cash-handling to relationship sales and service.