Fair criticism of Jupyter Notebooks, and how hard it is to apply good software engineering:
https://medium.com/@alexander.mueller/5-reasons-why-jupyter-notebooks-suck-4dc201e27086
It's hard to transition from code in a notebook to standalone program or reusable library in my experience. I think a less stateful design would really help.
Web forms are stateful, not tidy POST requests. I shouldn't have to fill in a CAPTCHA a second time if my input elsewhere was bad.