Reported this as a Tensorflow issue:
https://github.com/tensorflow/tensorflow/issues/36107
Linked that to here.
(Yeah, I know, "just use a Docker container on a virtual machine". Which a lot of people do with Tensorflow to avoid stuff like this. I may deploy that way, but I'm trying to develop on desktop right now.)
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