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It wasn’t quite one-shot. I had multiple interactions with ChatGPT on the first run-through before I could get the code to work, and a couple with Claude after I noticed that the partitions weren’t correct.

But all I did was report the errors to the LLMs and paste their revised code back into Colab. The core logic of the search algorithm was created entirely by the LLMs based on my natural-language description of the LetterBoxed rules and the solutions I was looking for. I could not have written that code myself.



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