Eighty percent of Gen Z say AI will harm learning. Preparedness to use it rose 12 points in a year.

The adults telling kids AI weakens learning and the adults telling them to prepare are often the same adults.

Children can hold contradictory messages. They cannot hold the sense that their experience doesn't matter.

I recently read a newly released Gallup poll about Gen Z. Two numbers stood out as particularly interesting to me, especially with regard to how AI is already affecting childhood development. The first was that 80 percent of Gen Z say AI is likely to make future learning harder. The second was that those who believe they will be prepared to use AI after high school rose 12 points in a year to over 50 percent. Together, these numbers describe something oddly in conflict.

For the past year, I’ve written about the structural problem of AI in education. The architecture of generative AI systems creates reasonable conditions of foreclosure during different cognitive development windows when those capacities are supposed to form. This new Gallup poll showed me a different layer. Children inside these systems are feeling worried, yet confidence in their future proficiency is rising. They have been absorbing the contradiction that the adult world has yet to resolve for itself.

This is not teenage optimism but cognitive dissonance.

The Environment Creates the Contradiction

Dissonance has a behavioral shape. Gen Z teens who use AI every day reported an 18-point drop in excitement about AI over the year. These weren’t the skeptical users. They were the heaviest.........

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