The original pitch for AI was pretty compelling. Let the machine handle the scheduling, the formatting, the busywork that eats your morning before you even get to the real stuff. You keep the judgment calls, the creative leaps, the hard thinking that actually justifies your salary. Clean division. Everyone wins. Except that is not what happened.
What happened is that we offloaded the thinking first, because the thinking is exactly what feels hardest in the moment. Cognitive friction is uncomfortable. AI makes it disappear in seconds. So we handed over the part of the work where our actual value lives, and dressed up the result in polished language and called it a deliverable. Researchers have a word for the output now: workslop. More than 40% of workers have already run into it. You probably have too, even if you did not call it that.
The pattern gets worse at the individual level. A study of 1.5 million AI conversations found a pretty consistent loop: ask what to do, accept the answer, repeat, regret. That last step is the one people miss until it is too late. When you stop wrestling with hard problems, you get worse at wrestling with hard problems. The skill atrophies quietly, and the AI gets more confident, and somewhere in there you stopped being the one making decisions.
The division of labour was always the whole game. We just forgot to protect our side of it.