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It was partly inspired by To Hunt a Killer, a book written by crime correspondent Robert Murphy about Det Supt Julie Mackay's 2009 cold case investigation, 32 years after the murder of Melanie Road as she walked home from a nightclub in Bath in 1984.
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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.