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Repeating the LLM vs Advent of Code experiment

Last year I did an experiment with ChatGPT and Advent of Code. I was thinking of repeating it and since last year I was criticized for choice of model and prompt I'm going to crowdsource them: which LLM should I use, which one is best at writing code? What prompt should I give it?

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There is an AI track in the Meta Hacker Cup this year. I don't know exactly how it works, but it might be helpful to check which techniques the more successful participants used.