If AI Can Do Almost Everything, What Should Education Refuse to Outsource?
AI can take on more and more of the visible work: drafting, assessing, giving feedback, and adapting activities. But preparing someone to complete tasks efficiently does not by itself prepare them to make sound judgments about which tasks matter or how their decisions affect others. What education should refuse to outsource is not a fixed list of assignments—it is the responsibility for helping students develop judgment, agency, and the capacity to act thoughtfully in a changing world.
Teaching Verification and Evaluation Skills
AI has changed one of the most important skills students need to develop. The challenge is no longer finding information—it is evaluating it. As AI generates increasingly fluent and convincing answers, students must learn to verify claims, weigh evidence, recognize uncertainty, and exercise sound judgment. In an AI-rich world, the ability to ask, "How do I know this is true?" may become more valuable than simply knowing the answer.
Building Reflection into Learning
Reflection is often treated as an afterthought, but in an AI-rich classroom it may be one of the most valuable learning strategies we have. By asking students to examine what they understood, where they struggled, and how AI influenced their thinking, reflection makes learning visible. It helps students develop metacognitive skills, recognize the difference between AI support and AI substitution, and become more intentional, independent learners.