AI seems most useful when it removes unnecessary friction without doing the thinking for the learner.

Used well, AI can reduce the “busywork load” of learning: getting unstuck, organizing steps, clarifying instructions, checking understanding, or generating examples.

Used poorly, it can replace the very struggle that makes learning stick.

The question we should be asking ourselves when learning with AI is

Where does AI reduce wasted effort while preserving generative engagement?