There is a self consistent geometry called taxicab geometry in which
length is dx + dy instead of sqrt(dx^2 +dy^2). So there is no
mathematical necessity for Pythagora's theorem. Euclidean space needs
to be introduced by postulating the Euclidean metric.
One cellular-like process that mimics approximately circular
symmetry is a random walk on a square lattice.
Start somewhere, and throw a dice to go up, down, left, right.
If you repeat this many times, the probability of getting
in a place (x,y) is proportional to exp(-(x^2+y^2).
You can do this experiment on a computer.
So if a taxicab sometimes takes a wrong turn, than
taxicab geometry becomes more and more Euclidean as then
taxi drive gets more "drunk".
Gerard
Regards,
--
Eray