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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Understanding AIO conceptually is valuable, but implementation requires specific, actionable tactics that demonstrably improve your chances of appearing in AI-generated responses. These seven strategies have proven effective across different content types, industries, and AI platforms. They work because they align with how language models evaluate sources and decide which content to cite when formulating answers.
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