Marimo is really special and solves most of the problems that you have with Jupyter. For those Marimo curious I strongly recommend checking out their YouTube channel. So much effort gone into making these videos really great. https://youtube.com/@marimo-team?si=ZGaf8Zgq5WN3LKRg