it's all just training bigger models and maybe you know as a new when you're a grad student or as a hobbyist I don't have access to the resources to do interesting work in this space but if paper like electro it's really exciting because it shows that you know a single commercial GPU can actually still have very interesting results in this space nominally they still run the foreign version of the model on a TPU pod but you know there's here you're already having last year's model being beaten in a day or two on a single GPU next year