Greg_,
The device will go to sleep after X amount of time connected to the computer and charging. The LED light will go off and the device will disconnect from the computer. This behavior is normal.
However, like yourself, I am wondering why on all 3 of my devices the battery capacity varies seeing these are new batteries.