Learning with AI or learning from AI? The emerging challenge of cognitive offloading in higher education
It is demonstrated that the educational value of GenAI depends on whether it supports rather than substitutes meaningful cognitive engagement, and applies the Tool-Tutor-Crutch framework to provide a practical lens for promoting cognitive resilience and responsible human-GenAI collaboration in higher education.