Territory fun for math nerds

Suppose you are going to run N miles in a single, contiguous run in “virgin” territory (i.e. no completed streets anywhere near you).

What is the largest territory you can create in that single run, and what is the shape of the path you should run to achieve it?

(You can assume that there is a street that lies exactly along the mathematical path you want to take.)