The universe can only really encode ~10^80 bits of information so an infinite board already means assuming this game is above the laws of our physical existence.

As for borders, even if there was a first and last column with infinite rows in between, one only has to start in the middle to practically ignore the edges until after filling an infinite amount of the center to the point the edges are now a finite distance away.