Audits a Jupyter notebook (`.ipynb`) for out-of-order or unrun cells by reading the per-cell `execution_count` field. Flags non-monotonic execution_count, unrun code cells with downstream cells that ran, and notebooks where the rendered outputs reflect a different ordering than the cell layout. Produces a cell-by-cell verdict and a recommended re-run plan. Use whenever a notebook is about to be shared, submitted, committed, or graded, when results look inconsistent between cells, when a teammate reports inability to reproduce the numbers, or before promoting a notebook to a model card or paper figure. Does NOT apply to papermill / parameterized notebook outputs where a no…
