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Audit of all 4 plot scripts (plot_dynamics/substrate/emergence/deploy_overlay): - One save_fig(fig, path) helper in figs.py writes png+svg+pdf (vector for the paper, png for the blog). All scripts call it. - arm_label() map: reader-facing names only -- route2->route, drop 'knob'/'the cheat' from titles and the train-vs-deploy story (adapter on/off, reward hack). - Titles off by default (the paper/blog caption carries it); --title re-enables for standalone research use. - dump_data CSV now carries every plotted series; plot_dynamics --from-csv re-renders the three figures from the committed CSV with no logs (logs/ and out/runs/ are gitignored; out/figs/*.csv is tracked). Round-trip verified. - Commit the regenerated dyn_sub4 figures in all 3 formats + the CSV. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>