Turn a messy analysis notebook into a clean, reproducible one — clear flow, no hidden state, restart-and-run-all safe. Use when a Jupyter/analysis notebook is a mess, before sharing/handing off analysis, or asked "clean up this notebook", "make this reproducible", "structure my analysis". Kills the out-of-order-execution trap.
