Cerebras is one of these companies that are really building something totally different from standard computing. So even you know, NVIDIA stuff that's GPUs that you've had for 30 years now that are still based on a bunch of chips and memory storage. And this is pretty different from just a basic computing architecture perspective. I am quite curious to see if this will make a large impact where as you said, transformers seem to be kind of a standard and you get more and more customized hardware for them. Maybe we wind up just having fully new architectures that are just specialized for AI.

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