Windows Account Pictures, Done Properly: Pluggable Sources and Fallbacks in PowerShell
Windows keeps sign-in pictures somewhere most people never look, and on work-registered PCs it will happily replace yours with a generic badge. Here is a PowerShell script that sets them from Gravatar, a Git repo or any URL, tries each source in order, and never loses a good picture because a server was down.