Re-render 20 sample_window GIFs + MP4s with the trim_offset bug fixed (was showing OT-offline prefix region for windows from trimmed eps; now shows the correct post-trim region with live OT pose updating across frames).

Audit batch 2: regen contact_intensity hero + F1/F2/F8 + freeze_diagnose summary with post-trim numbers (#1, #2, #6). 3302 contact events post-trim (was 4136 pre-trim).

Audit batch 3: ship .mp4 alongside every GIF for inline HF rendering (#11). 51 files, total GIF→MP4: 451→24 MB.

Add 20 dataloader sample-window GIFs (random windows from post-trim ReactWindowDataset) for visual ot_loss verification

Re-render previews for 3 trimmed episodes (ep_005/012/017) starting from post-trim region

Trim OT-uninitialized prefixes from 3 .pt files (ep_005/012/017 — see `_contact_meta.trim_offset`); recompute bad_frames + data_quality_breakdown in trimmed coords; ot_loss frame count now reflects real mid-episode mocap dropout only. Recorder-side OT watchdog added to data_collection.py (in twm repo) so future episodes won't repeat the bug.

Bake ot_loss intervals into bad_frames.json (47 events, rotation-aware detector); dataloader skips them; docs/quality + caveats updated; data_quality_breakdown #3 renamed sensor_at_rest → ot_loss

Re-label freeze classifier: events are OptiTrack track losses (ot_loss), not recorder-pipeline stalls. GelSight stream is healthy throughout; tac_dup was misread (gel only changes under contact deformation).

Visualization refactor (twm/viz.py single source); native 1280x480 + left|middle|right cam order; freeze_diagnose/ replaces freeze_check/ and freeze_classify/; finding: all freezes are recording-pipeline stalls

Add freeze_classify/ — cross-modal motion classifier for sub-second freezes (15 samples per class)

Re-render freeze_check/ in recording-viewer layout (3 cams + GS thumbs + projection); add 1 s pre/post pad; onset/offset/mid scheduling for long freezes

Add freeze_check/ — 55 real-time OptiTrack-freeze inspection clips

Drop 2026-03-23 right-only pilot (outdated); recompute totals across 27 bimanual recordings

Fix RealSense BGR→RGB; sample_window.gif now matches recording-viewer layout

Regen previews at 256-color palette; 3-cam dataloader gif; add docs/curation_pipeline.md

Add example dataloader: ReactWindowDataset for short contact-rich window sampling + demo (static grid + GIF) with sensor-frame overlay

Lead with robot-arm-free / human-hand collection — README hero + 'What's different' section, tasks.json gets operator/embodiment fields, recording.md explains setup, F7 adds Operator column

Add data-quality docs: bad_frames.json, per-mode breakdown, inspection figures; refresh episode GIFs with cam2 projection overlay

Re-render episode GIFs with full panel (3 cams + 2 tactile + sensor frame projections), 512x192 @ 10 fps, 12s loop

Replace per-episode Gantt timelines with intensity waveform figures (full + 20-min)

Add dataset figures: 30 episode GIFs, contact timelines, F1-F8 stats