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"Thousands of GPUs all linked together turning on and off at the same time." So supercapacitors allow for simpler software?, reduced latency? at a low cost?

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They service 'spot demand moderation' as an extension of UPS and power smoothing. In this case it's flattening out spikes to smooth slopes.

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