AA.com lists things that they have no liability for if put into checked bags. Prescription drugs are on the list for domestic flights.
The list is here. The carrier might be liable for stolen prescription drugs on international flights.
Of course, the biggest reason not to put prescription drugs into checked bags is that bags sometimes get lost, and prescription drugs are sometimes difficult to replace. Your health can suffer if you don't take the drugs as prescribed.