In the simulator, student mastery combines exponential skill growth with memory decay influenced by prompt assistance. Selecting direct solution offloading inflates short-term practice scores while increasing decay and transfer vulnerability. When unassisted exams remove AI aid, direct offloading suffers steep transfer loss, while Socratic scaffolding preserves high independent scores.