Conceptual
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Notebook vs Script Workflow

Notebooks excel at exploration but hide state: out-of-order cell execution means the visible code may not produce the visible outputs. The working discipline is explore in notebooks, then extract stable logic into importable, tested modules — with restart-and-run-all as the minimum bar before trusting or sharing a notebook.