which are sort of like batteries, aren’t they?
Kinda.
New Horizons’ uses radioisotope thermoelectric generator (RTG) as its power source, as it is way beyond being able to get enough solar energy to charge batteries. Capacitors are almost always used in power systems to condition the source, i.e. hold it at a steady level, like 28 volt for example.
Sort of what I was thinking.