Kenji Yamada

Cognitive Firewall Collapse: Speed Bypass, Rational Delegation and Selection Pressure in Assisted-learning

Background. Generative AI can raise task performance while leaving metacognitive calibration, unaided performance, or skill formation unchanged or impaired. Existing work names the accompanying drop in reflection "metacognitive laziness", a label that locates the problem in learner effort and directs intervention towar...