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Warehouses full of GPUs are still needed. AI scales with the amount of hardware, as it increased both, the training efficiency and processing capabilities.
The end result might be similar to video processing.
>In past, video processing was available only to hollywood.
>with popularization of PCs, video editing became available to passionate people, i.e. indie film makers
>next it went mainstream as more software was developed. Suddenly everyone could edit and upload their videos to youtube
>nowadays people can edit videos in their smartphones
At the same time, Hollywood is still using supercomputers to render their Marvel goyslop. So yeah, I don't think it's as bad as people think it is. Competition is good, it will help us overcome stepping stones so that we can get stuck at another big problem that once again will require huge computing powere initially.