← Unified Studio

Learning dashboard

Every human keep / reject / edit / approve, append-only. The model trains on the frozen feature snapshot paired with each decision.

Recorded decisions

75

25 more decisions to LEVEL 1 (AI ranking)

LEVEL 0 · RECORD ONLY

Final-review funnel

No clip has reached final review yet.

Model confidence

n/a (model inactive — LEVEL 0 records only)

By event type

EDIT_POINT_CHANGED29
CLIP_TRIMMED17
BGM_CHANGED12
EPISODE_ACCEPTED7
SOURCE_REJECTED4
UPLOAD_APPROVED4
SOURCE_HELD2

By entity type

PET_POP_EPISODE69
CLIP6

Recent decisions

  • EPISODE_ACCEPTEDPET_POP_EPISODE · APPROVE2026-09-18 16:25
  • BGM_CHANGEDPET_POP_EPISODE2026-09-18 16:25
  • EDIT_POINT_CHANGEDPET_POP_EPISODE2026-09-18 16:25
  • EDIT_POINT_CHANGEDPET_POP_EPISODE2026-09-18 16:25
  • CLIP_TRIMMEDPET_POP_EPISODE · SAVE_EDITOR2026-09-18 16:25
  • BGM_CHANGEDPET_POP_EPISODE2026-09-17 23:33
  • EDIT_POINT_CHANGEDPET_POP_EPISODE2026-09-17 23:33
  • EDIT_POINT_CHANGEDPET_POP_EPISODE2026-09-17 23:33
  • CLIP_TRIMMEDPET_POP_EPISODE · SAVE_EDITOR2026-09-17 23:33
  • BGM_CHANGEDPET_POP_EPISODE2026-09-17 23:33
  • EDIT_POINT_CHANGEDPET_POP_EPISODE2026-09-17 23:33
  • EDIT_POINT_CHANGEDPET_POP_EPISODE2026-09-17 23:33
  • CLIP_TRIMMEDPET_POP_EPISODE · SAVE_EDITOR2026-09-17 23:33
  • EPISODE_ACCEPTEDPET_POP_EPISODE · APPROVE2026-09-17 23:09
  • BGM_CHANGEDPET_POP_EPISODE2026-09-17 23:09