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4 hoursnotebook: fix rollout drift-norm crash (.norm(1)->.norm(dim=1)); CPU ↵HEADmainYurenHao0426
warning; lighter FTLE default - extended_rollout: per-row drift norm was a scalar -> np.stack shape mismatch crash. fixed + verified. - setup: warn + Colab GPU instructions when no CUDA (CPU is very slow for the JVP cell). - FTLE default n=128->64 (still AUC~0.99) for faster runs. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01MZBxRQ65wDxiUSm9Hr5Ere
5 hoursnotebook: lead with the headline (lambda_1 success-vs-failure), drop toy, ↵YurenHao0426
add progress bars - NEW cell 2: leading FTLE (Benettin/JVP along trajectory) -> success-vs-failure separation FIRST. Validated vs paper: TRM median l1 +0.01(succ)/+0.11(fail) AUC 0.99; HRM -0.15/+0.02 AUC 1.00. - remove the toy-model section (lived as a distraction before the real result) - tqdm progress bars on FTLE / rollout / basin cells - reorder: load -> lambda_1 result -> transient-chaos escape -> basin accessibility Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01MZBxRQ65wDxiUSm9Hr5Ere
5 hoursnotebook: HF repo live (blackhao0426/recursive-reasoning-chaos); correct ↵YurenHao0426
framing + basin cell - point loader at the uploaded HF model bundle (TRM/HRM Sudoku checkpoints + code + test set) - correct mechanism text: both arches are chaotic SADDLES (transient chaos), not attractors; escape-rate gap is mostly compute-per-segment (~1.6x per module-eval, not 5x) - add cell 4: z0-perturbation basin-accessibility (input- vs IC-determined trapping) Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01MZBxRQ65wDxiUSm9Hr5Ere
28 hoursAdd self-contained reproduction notebook + HF upload scriptYurenHao0426
Notebook: toy transient-chaos (no GPU) + load TRM/HRM from HF + extended rollout (TRM escapes / HRM trapped). Model loading verified locally (missing=0 both). Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>