Notebooks are great for exploration, but they’re a maintenance nightmare in production. Refactor early, refactor often. Notebooks encourage experimentation, but they lack structure, version control, and testability. For production workflows, migrate code to scripts or modules, add tests, and document assumptions. Treat notebooks as disposable sketches, not blueprints for your production systems. [[ML]] [[Serendipity]]