
Is AI about to make education worse?
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Mar 12, 2026 A conversation about whether AI will simply speed up a broken education system or enable real change. Discussion of brain-friendly circular learning and varied exposure versus stepwise ladders. Thoughts on oral, regenerative testing and AI-generated varied content. Concerns about cheating and students skipping deep reading. A call to redesign schooling to foster curiosity and intrinsic motivation.
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AI Can Amplify A Broken Education Model
- AI will only improve education if we first rethink the broken model it applies to.
- Steve Kaufmann warns that applying AI to the traditional ladder system simply accelerates a flawed approach rather than fixing it.
My Wandering Input Approach To Learning
- Steve Kaufmann describes his own learning: he reads popular science then explores deeper works later to gain hold of subjects.
- He contrasts this wandering, input-heavy approach with rigid step-by-step curricula used in schools and apps like Duolingo.
Circular Exposure Beats Stepwise Mastery
- The brain prefers circular, repeated exposure over forced mastery at each step.
- Kaufmann notes returning to material in varied contexts helps information 'settle' without needing immediate proof of mastery.




