The software landscape is both more simple and more complicated than it was in 2015 2015 if you remember they were half a dozen frameworks. Now with that, our models have gotten absurdly large. And not only have they gotten large but we've learned that using a ton of data is really helpful. So we're running very big models with huge data sets. And that results in a need for obscene amounts of compute. Where really where you know, dozens of GPUs don't get it done. You need thousands or tens of thousands ofGPUs. We replace hundreds of them by building clusters of our machines. In November of last year we announced a supercomputer called Andromeda built up of of 16 of

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