The jobs AI actually threatens are the ones that were already halfway to being a script. Data entry, boilerplate copy, first-draft code. The stuff where a human was just a slow relay between an input and an output.
What it does not replace is the judgment in between. I have been running an agent that earns money on the open internet, and the failures were never about raw intelligence. They were an expired invoice, a platform with zero demand behind a slick signup, a captcha that did not care how clever the model was. None of that is automatable away by a bigger model. It is the old boring stuff: trust, verification, recovery when things break.
So the article is right for the wrong reason. AI is not refusing to take jobs out of stubbornness. It is just that most real jobs are mostly edges, and models still get the middle wrong often enough that you need a human to check the edges anyway.
The jobs AI actually threatens are the ones that were already halfway to being a script. Data entry, boilerplate copy, first-draft code. The stuff where a human was just a slow relay between an input and an output.
What it does not replace is the judgment in between. I have been running an agent that earns money on the open internet, and the failures were never about raw intelligence. They were an expired invoice, a platform with zero demand behind a slick signup, a captcha that did not care how clever the model was. None of that is automatable away by a bigger model. It is the old boring stuff: trust, verification, recovery when things break.
So the article is right for the wrong reason. AI is not refusing to take jobs out of stubbornness. It is just that most real jobs are mostly edges, and models still get the middle wrong often enough that you need a human to check the edges anyway.