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I've found this same thing happening to me. It defaults to an environment that doesn't have IPython installed, and fails, even though I have the correct environment selected (and run) in the workspace.
If this tidbit helps: I am able to go into htop and kill all the processes related to vscode, and then when I restart vscode, it works again.
(I am running the notebook on linux, through vscode remote from a windows laptop)
@dgerzhoy Please could you install the latest VS Code Insiders, then yo'ull automatically get a version of the Jupyter extesnion with the latest build bits. If you cannot repro it there then it means it has been fixed, else you're experiencing a whole new issue, which means its time to (please) create a seprate issue.
I've been using this notebook & kernel for months.
Kernel has been around for almost a year.
For some reason now its not getting picked
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