Quick comment about notebook reproducibility: I am a very recent convert to Marimo notebooks, which encode dependencies between cells and avoid this problem. Also very useful for beautiful and interactive results that can be viewed as a slide deck -- a hybrid between a notebook and a dashboard. Highly recommend you check it out!