[thisrod]

Squared error because the uncertainties in independent, normally distributed random variables add in quadrature. I expect that this could be proved geometrically using Pythagoras's theorem, so in that sense the comments about orthogonal axes are vaguely on the right track.

Normally distributed variables because the central limit theorem.

It isn't all that complicated.