Beyond the Answer Machine: Designing (and Redesigning) AI Chatbots to Support Learning

Large language models can explain concepts, summarize readings, and even generate practice problems. But developing professional expertise—the kind of strategic thinking, judgment, and problem-solving that distinguishes novices from experts—requires more…

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