Some cities are too big to cover by foot. So I set my GPS to route to home, and I just drive around a neighborhood randomly and when I get tired I follow the directions to home.

I did this in my home city of Chicago, and discovered so many new nooks and crannies and interesting streets that I would never had occasion to traverse. I also learned where major streets ended eg Michigan Ave.