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It's still astounding to me that the 'fractal trick' starts working in R3 and not already in R2.

Agreed, each added dimension adds wacky surprises.

Packing spheres into a cube leaves you a pretty comprehensible space in the middle. Pack hyperspheres into a hypercube, and all hell breaks loose.