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## Citation
Paper in preparation ("Backpropagation Without Jacobians"); see the main zobp research repo for the
method, theory and part-1/part-3 results. License: Apache-2.0.
+
+## After the runs (results flow)
+Checkpoints stay on the node (`runs/` is gitignored). Collect the small JSONL logs and push them back:
+```
+python scripts/collect.py --runs runs --out results/h200node1
+git add results && git commit -m "ladder results" && git push
+```
+Analysis (anywhere): `python scripts/plot_ladder.py --results results/h200node1` -> per-run table, loss
+curves, and the gap-vs-scale figure (the paper's part-2 headline). If a specific checkpoint is needed for
+the estimator audits, scp just that `runs/<name>/ckpt.pt`.