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I'm on a 3080 and it uses 1 gb vram and 22% util. Sure it's still not lightweight, but certainly not as bad as you seem to be experiencing.

Perhaps it depends on other factors like screen resolution and scaling.

probably. I’ve got a 4K monitor with a 1050 Ti and the moment I open the site, GPU usage jumps from 1% to 99% and the fans go wild.