Yup, looks like August 23rd is the magic date.
Nonstop flights from CLT on American is showing Thursdays to Sundays through September and gradually adding days until November 1st when there will be a nonstop everyday.
Of course, all of this could change at the drop of a hat.
Check out googleflight, its a great tool.