Yeah I'm not saying to put the equivalent of a 50Mton H-Bomb into a AA battery, just that our current consumer batteries are lacking in technology. You can still buy NiMh batteries for ~$5 for 4-8.
Also, I fully understand that batteries and caps are different, and don't want to debate that, because yes, they function differently. However, CERN, FERMI, and other high end "laboratories" have high density batteries. They also pack a shit ton of energy into cap banks (acting as batteries until discharged; a charge storage device) without fearing the place is going to explode.
Photons from the sun are "free" energy in PV systems. All we need to do is increase the efficiency of (losses due to shunt resistance) our PV panels, and the technology would be great. However, another issue arises when we increase efficiency, and that is: how do we store, and move that energy? Obviously batteries would be the first option, however even THAT technology is lacking, resulting is a double decrease in efficiency.