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Won't the need to train increase as the need for specialized, smaller models increases and we need to train their many variations? Also what about models that continuously learn/(re)train? Seems to me the need for training will only go up in the future.

That's the thing - nobody knows. LLM architecture is constantly evolving and people are trying all kinds of things.

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