I imagine there's some sort of storage system, like a huge bank of ultra-capacitors, that are constantly kept charged.

The wind up would be if that bank is depleted and they need to recharge. Delivering 100kW for a short period of time is definitely a feat.

Ah, good point, that seems likely.