A surprising link between sum of squares and vector product

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When we look at the two smallest numbers $n$ such that $n$ can not be written as the sum of $3$ squares, we get $7$.

And we know that there exists a vector product on $\mathbb R^n$ if, and only if $n\in\{2,3,7\}$.

Could there be a connection? $3$ and $7$ both appear here...

Maybe it is linked to the fact that vector product has to do with quaternions, and so does Lagrange's theorem on the sum of four squares.

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