It seems like it's getting pretty accessible to do these pre-trained things if you have the data and the need. But training on other Lamb today still requires quite a lot of engineering lift when it comes to like orchestrating several different nodes and GPUs, writing the right training model. So in the last few months, it's true that we've been seeing quite a lot, a lot happening in the open source world. The vast majority of progress within open source is about time tuning and time tuning and instruct tuning.

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