If we state that, on one hand, energy is conserved because :
$$\Delta PotentialEnergy+\Delta KineticEnergy=0 \tag{1}$$
And we state on the other hand that:
$$Energy=mc^2 \tag{2}$$
Don't we run into a contradiction? As I understand, $E=mc^2$ doesn't work for potential energy (potential energy doesn't show up as mass). Therefore potential energy isn't strictly speaking energy at least in $E=mc^2$'s context. Therefore we can't say that energy is conserved but rather that the sum of kinetic energy and potential energy is conserved.