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Claude 3.7 reasoning and coding capabilities are no joke! Watch how I use it to one-shot a quick simulator of how attention mechanisms work. I think it could be awesome for each of us to have access to a personal Andrej Karpathy-like tutor to explain complex stuff to us. 😀
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This is not perfect by any means and I didn't check for mistakes but just wanted to quickly share this to inspire more of these use cases.

I also like this one (Precision & Recall). Claude 3.7 Sonnet (with extended thinking) also did this oneshot. The quality of the code and dashboards is on another level.

Prompts for first example: "Can you help me explain attention mechanisms in Transformers to college students? Think deeply about clever ways to explain the concepts without focusing too much on maths." "Now create a simulator that could students understand it better."

@karpathy This is a cool use case! Can you share the prompt in this thread?

@karpathy Sure, let me do that.

@karpathy Claude 3.7's capabilities are indeed impressive! A tutor like Karpathy would make complex concepts much easier to grasp.

@karpathy personal tutors could boost learning, for sure.

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