And it stopped again.
But now I figured it out. I run this cruncher without monitor and keyboard and use Remote Desktop to contol it. And as soon as I connect to it, it loses the GPU. Even GPU-z doesn't show all info on the sensor tab.
Now without RDC connected I can see it working fine in BoincTasks. So,

after all.
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