A Staggering 19x Energy Jump in Capacitors May Be the Beginning of the End for Batteries
(www.popularmechanics.com)
Capacitors can theoretically charge MUCH faster.
However the galvanic potential of lithium is as large as is practically possible. The galvanic potential is what really matters for a battery. Capacitors are nowhere near the joules per weight/volume.