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what is provably wrong ?

Most of the stuff you pointed out is addressed in a series of blog posts by Lattner : https://www.modular.com/democratizing-ai-compute

I think this might be good introduction to GPU programming: https://builds.modular.com/puzzles/introduction.html . It explains gpu concepts in an hardware agnostic way and verify u…