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CelineZhang's avatar

This feels like an important direction. One distinction I kept returning to while reading is the difference between assisted performance and durable learning. A student producing a stronger answer with AI tells us something about the human-AI system, but not yet what the student has actually learned.

One useful complement to longitudinal measurement might be structured output after the tool is removed: can the learner explain the idea in their own words, transfer it to an unfamiliar problem, respond to a counterexample, or maybe teach it clearly to someone else? These moments could help distinguish temporary scaffolding from capability that has genuinely been internalized.

Chan |Biology Beneath Learning's avatar

I’m using AI through so many different lenses at the moment as a learner, an author, a teacher and an assessor.

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