Every new tool arrives with a promise to remove effort. Sometimes the promise is true. The dangerous step is assuming that removed effort and improved thought are the same thing.
When a model drafts a paragraph, the cost of producing words falls. The cost of deciding whether those words are accurate, useful, or worth saying does not. It moves.
The visible work becomes selection: framing the question, noticing what is absent, rejecting a polished mistake, and deciding when a result should not be used at all.
Automation does not remove judgment. It changes where judgment has to happen.
Delegation changes the work
Good use of AI is therefore less about acceleration than placement. Which acts can be delegated without giving away the part of the work that forms judgment?
There is no universal answer. The same shortcut can preserve attention in one context and dissolve it in another. The relevant question is not whether a task can be automated, but what practicing that task was doing to us.
Attention is not the residue left after automation. It is the thing automation should protect.