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Yeah, while the article makes good arguments about learning by doing and context-rich environments, it probably understates how much of the effectiveness comes down to just personalized guidance


If it wasn't for all the pitfalls and hallucinations (and even then there is probably something to be had already) LLMs would be perfect for this. Limitless customizable one-on-one tutoring. I would have killed for something like it when I was in school, instead the choices were expensive tutor (not an option) or else good luck, hope you pay attention in the back of the 30 student classroom.




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