To fine-tune vision models, we now allow you to select which parts of the mode to finetune. You can select to only fine-tune the vision layers, or the language layers, or the attention / MLP layers! We set them all on by default!
You also want to ensure that the API is clean, small and easy to use. Bloated API increases cognitive load on the users (developers). A good check (and good practice) is to unit test all the public elements of the module. If you find that something is hard to test, it means that the API is not good enough (or you’re trying to unit test something that shouldn’t be exposed)
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brittleness, stagnation and bottlenecks. Thus, even though we know that not
Фото: Alexander Manzyuk / Reuters
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19:16, 4 марта 2026Силовые структуры