Productive vs. Exclusionary Friction: Protecting Learning Without Creating Unnecessary Barriers
One of the central problems generative AI creates for schools is that it changes the relationship between academic performance and learning process. A student can now produce a fluent summary, polished essay, organized explanation, or plausible argument without necessarily doing the interpretive and authorial work those products used to signal. That does not mean every […]





