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My first implementations of Lights-Out were as, essentially, throwaway sample programs. The first C64 edition was under a kilobyte of machine code and could have just as easily been written in a screen or two of BASIC code:

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The model does the work, not the code. The inference code should be generic autoregressive decoding that would work with any transformer checkpoint. If your generation loop contains addition-specific logic — manually pairing digits, threading carry state, indexing into specific positions — then the Python code is solving the problem, not the model.

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