I was thinking about the Möbius strip idea. I didn't like the way it went on and on in one direction, but had edges you could fall off along the way. Then I started digging through my topology knowledge for shapes that did the funky Möbius thing in all directions. It took me a few moments, but...

A Klein bottle world, anyone?