Casting an exiled card causes it to leave exile. You can't cast it multiple times.

Stolen Strategy doesn't change when you can cast the exiled card. For example, if you exile a sorcery card, you can cast it only during your main phase when the stack is empty.

If you don't cast the exiled cards, they remain exiled. They can't be cast on later turns.