When AI Replaces Thinking in the Classroom

In this episode we explore the idea of “cognitive surrender” in classrooms: what happens when students or teachers rely on AI so quickly that they stop fully engaging in their own thinking. Drawing on a new preprint from researchers at Wharton, we examine how access to AI can improve accuracy when the tool is right, but worsen performance when it is wrong, especially under time pressure.Topics covered:Cognitive surrender and what the research suggestsWhy time pressure increases reliance on AIWhich students may be most vulnerable to overtrusting AIWhy AI can make people feel more confident even when it is wrongThe connection between AI use, motivation, and equityWhat teachers can do to design assignments that preserve student thinkingWhy district leaders should connect AI use to workload and staffing conditionsThe role of feedback and meaningful stakes in reducing overreliance on AISources:https://www.nytimes.com/2026/03/29/opinion/ai-claude-chatgpt-gemini-mcluhan.htmlhttps://papers.ssrn.com/sol3/papers.cfm?abstract_id=6097646