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This means they are buying more hardware and us gamers have to suck it up for 10 more years?

They do buy a ton of Nvidia but they seem to want to make their own chips more and more.

Which will take up fab capacity all the same. All the chips come out of the same TSMC (or possibly Intel) fabs