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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.

If you’re building a tool that needs to compile code, produce artifacts, or orchestrate multi-step builds, consider BuildKit as your execution backend. The Dockerfile is just the default frontend. The real power is in the engine underneath.

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«На ее [России] территории должно быть создано несколько региональных национальных государств», — рассказал Буданов.

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