It will be held July 29 - August 6, starting on a Saturday and ends on Sunday of the following weekend.
Check it out at
http://www.hotaugustnights.net/. There is not a lot of information yet on the 2006 event schedule, but you can see what was there last year. I know there will be a big auto auction mid week.