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Why is having your LLM one-shot a 200 page textbook a prerequisite to learning? That doesn't follow. If you use an LLM more like a tutor and less like a book, you can get an enormous amount of value for 1/50 the cost. Monthly GPT plus membership is half the cost of a bay area hourly tutor rate, and infinitely patient and available 24/7
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Okay I was a professor for a bit. Few things I found

- LLMs cannot motivate a person to learn because they aren't people

- Learning requires rewiring your brain; you need to try and read content without explanations of every question you might have. Struggling is required for learning

- LLMs cannot generate structured content on long scales. I have tried this many times. Your average TA can easily write a calculus textbook.

- LLMs are RLHFd to just agree with you. Learning requires disagreement and tutoring requires assuredness

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> Okay, please ask an LLM to produce a 200 page intro book to Abstract Algebra.

If you're giving it prompts like that, you've shot yourself in the foot.

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