Cognitive atrophy occurs when users delegate critical thinking to LLMs instead of exercising their own mental faculties. This reliance risks eroding the neural pathways required for complex problem-solving. Practitioners should treat AI as a supplementary tool rather than a primary thinking engine. Over-automation threatens to diminish human intellectual rigor over time.