Changing the card
Same GPU generation: the dependencies go back on.
A nest is a recipe, not a frozen disk. The dependencies are installed again, at the versions you packed, on the machine you land on — nothing is swapped for a newer card. So before anything downloads, the pre-flight check compares the machine with the card that packed the nest and refuses one the packed code can't run on, such as a card a generation newer than the capture.
Want the exact same image back? Use the same GPU model and the same CPU brand. Other hardware gives small differences — the same ones every time.