A potential is something that doesn't exist. Potential energy is something that doesn't exist. It is something that can potentially happen. I could potentially win the lottery. This potential stays around for the duration of the game. After the lottery there is no more potential for me to win. E≠MC^2 because potential can potentially be a nothing.