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One issue is that they need to stay cooled and so there's an entire cooling apparatus which of course takes power.

Which is minor compared to having to curtail renewables production.

Cooling can be done with ice-rods- which are created when energy is abundant and store surprisingly well in the long term. Even in the pre-Musk eras.