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+# RRM Report Bundle 2026-06-03
+
+This bundle contains report/PPT-ready artifacts for the recursive reasoning dynamics work.
+
+## Recommended Figures
+
+- `figures/fig0_motivation_lambda1_success_failure_hrm_trm.png`: motivation, first Lyapunov exponent separates success and failure for HRM/TRM.
+- `figures/fig1_hrm_trm_training_curves.png`: HRM/TRM baseline versus multi4 training curves.
+- `figures/fig2_accuracy_vs_chaotic_volume_phase.png`: accuracy versus chaotic volume view.
+- `figures/fig3_hrm_trm_success_failure_spectra.png`: success/failure full-spectrum separation.
+- `figures/fig4_ptrm_same_subset_comparison.png`: PTRM same-subset comparison.
+- `figures/fig5_qhead_vs_lambda1_ptrm.png`: PTRM Q-head score versus finite-difference stability proxy.
+
+## Tables
+
+- `tables/meeting_figures_v2_report.md`: concise figure strategy and caveats.
+- `tables/hrm_trm_redesigned_summary.csv`: HRM/TRM headline accuracy and spectrum metrics.
+- `tables/fig5_qhead_vs_lambda1_ptrm_summary.csv`: Q-head versus stability statistics.
+- `tables/*eval*.csv`: eval curves and checkpoint comparisons used to generate the figures.
+- `tables/*summary*.csv`: PTRM selection and Lyapunov diagnostic summaries.
+
+## Raw Data
+
+- `raw_npz/`: compact diagnostic arrays backing the main figures.
+- Excludes model checkpoints, W&B full history dumps, and very large tangent-mode dumps.
+
+## Scripts
+
+- `scripts/make_meeting_artifacts_v2.py`: regenerates the main HRM/TRM/PTRM figure set.
+- `scripts/make_q_lambda_scatter.py`: regenerates the Q-head versus stability figure.
+
+## Supplemental
+
+- `supplemental_figures/`: earlier exploratory PNGs that may be useful as backup slides.