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GPU architecture is just a simple core repeated a gazillion times plus some memory bus.

"just" is doing an astounding amount of heavy lifting here. Modern GPUs are extraordinarily complex systems.

If GPUs are so easy, then why has Intel taken like three swings at making a GPU in the last ten years and haven't come close to NVDA perf even once?

they haven't hired that guy you're replying to!