"NVIDIA has a ~10 year lead with their general purpose compute language CUDA" Yes, this!!
I was in a research lab 14 years ago where we used CUDA (and Nvidia-sponsored GPUs) for molecular dynamics simulations. Nividia has a big head start in scientific computing.
NVIDIA’s 10-Year Lead in CUDA and Scientific Computing
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