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Why couldn’t they have an AMD GPU and an ARM CPU?

Does something like that exist on the AMD side?

You're basically describing nVidia's Tegra line. The latest is in the Switch 2 I believe.

Samsungs newer Exynos are somewhat like this, their GPUs are based on AMDs RNA2.

What would that do? Power consumption would mainly come from the GPU because these devices are for gaming.