Everything on Cognitive Risk

Cognitive outsourcing occurs when students use AI to complete tasks without engaging in the underlying mental effort. This leads to a loss of critical thinking skills and long-term knowledge retention.

Impact: Curriculum design must include specific activities that require students to explain and verify AI outputs, ensuring that the cognitive load remains with the learner.

— from AI in Education: Process Over Product · Kollegin KI· Feb 17, 2026