Emacs and jupyter, using emacs-jupyter mode and org file

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Here's the process I am using now, and wonder if there's an obviously better way using emacs-jupyter package (https://github.com/nnicandro/emacs-jupyter)

I have an org file,
after modifying the org file, I export it using ox-ipynb.
Then I can hit run in the jupyter browser.

Then, I can play around with jupyter-repl which I created using M-x jupyter-server-list-kernels
The repl has all the variables defined which I setup in the org file.

Is this intended use of this library?

Is there a way for me to directly play around inside the org file without exporting it to ipynb?

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