- Submission-facing notebooks must be Colab-ready by using relative project paths, cleared cell outputs, and a fixed section order (setup -> config -> connect -> train -> eval -> plot) to keep artifacts reproducible and reviewable *(F007)* - README top sections should provide a three-command verification path (`uv sync`, `openenv validate`, `pytest`) before deep docs so judges can validate environment viability quickly *(F007)*