docs(backlog): why metrics are relative — absolute-score ceiling + arousal vs valence

docs: record chunk-fix verification — full-res neeraj_reel_2 scored at 63.2GB peak

docs: instagram-curve contrast guide + chunk-processor memory-fix design

feat(ui): lock Score button while scoring + persist/download curves + label fix

docs: backlog — cross-video engagement-benchmark comparator (exemplar-based)

docs: dedup-cache enable plan (tribe-brain reviewed, parity-gated)

docs: playhead-follow design (tribe-brain APPROVED, pending implementation)

feat(ui): in-card determinate progress bar via gr.Timer (Option T)

feat(ui): determinate per-clip encode progress bar (Option X)

docs: implementation plan for local MPS long-video Quality scoring (P1-P3, 8 tasks)

docs: incorporate tribe-brain spec review (ASR 0it re-diagnosed, WIN-1 verify-first, hook path + dedup-cache guard, P4 split out)

docs: design spec for local MPS long-video Quality scoring (V-JEPA2 OOM fix + adaptive governor + Quality path + WIN-1)

Integrate full app: 3-mode UI + windowed inference + ROI metrics + timeline

Finalize PLAN.md: brain-reviewed, gap-free, implementation-ready

Add implementation plan & design (docs/PLAN.md)