AA does indeed have a problem, and it needs to be solved, ASAP.
However, I wonder if these "problems" might just be self-induced by the pilots and their union(s).
The pilots want more pay AND more time off (consecutive days). So the airline, in order to get the required hours out of crews each month, must schedule rather long duty days. Catch-22.