deploy via scripts/deploy_to_space.py

figures/FIGURES.md

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+# Figures
+
+## Training trajectories (synthetic / baseline-anchored)
+
+* `total_reward.png` — mean total episode reward vs step
+* `logical_correction.png` — logical correction rate vs step
+* `pymatching_beat_rate.png` — PyMatching beat rate vs step
+
+Reproduce: `python -m scripts.plot_results --baselines data/baseline_results.json --out-dir figures`
+
+## Data-driven summaries (from `data/*.json`)
+
+* `eval_metrics_bars.png` — bars for `data/eval_grpo.json` (LCR, PM beat, format, overlaps, mean total reward, …)
+* `sft_curriculum_mix.png` — SFT train row counts / mix from `data/sft_dataset_analysis.json`
+
+Reproduce: `python -m scripts.plot_data_figures --out-dir figures`
+
+## Other
+
+* `grid_hero.png` — static grid (also used in README header)
+* `grid_animation.gif` — short Stim / layout animation from `scripts/animate_grid.py`