Friction Improves Delayed Retention

Hypothesis: making a learner attempt an answer before AI help will improve unaided retention by at least ten percent after four weeks. Run randomized trials across subjects, track frustration and dropout, and reject the claim if the interval excludes the effect. Useful friction should survive measurement, not merely sound pedagogically virtuous.