Oh yes, you could. But the original page URL wouldn't change because you'd be loading content via AJAX. To get around this, people end up using URLs like:
http://www.mysite.com/#category/page
and change the part after the # dynamically. It's not a big issue (Facebook gets away with it quite nicely) but it offends my OCD tendencies.