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Solution:
https://github.com/MicrosoftDocs/live-share/issues/3822#issuecomment-1059310053
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This fixed the problem for me.
Open VSCode's command prompt:
ctrl + shift + p
Enter the following command:
Live Share: Repair Installation
Follow further instructions.