Do the first half of your weekly long runs very easy, then pick up the pace with a faster second half. Out and back routes make this a very simple thing to do.
This will teach you how to maintain pace, knee lift, & arm carriage in the late stages of Chicago's flat course.
Pete Pfitzinger outlines a slightly more scientific variation at this Web page:
