Unified Studio

USViralShorts

Discovery → review → rights → pool → compile → compose → final → queue → Shorts. One URL, existing tools.

Preference learning · dashboard →

LEVEL 1 · 114 decisions

186 more to LEVEL 2 (AI assist)

AI RANKING
클립 검수 계속하기 · 16개 대기

1 · Source discovery

0 new posts

44 accounts

2 · Clip review

16 pending

Source Hunter + human keep/hold/reject

3 · Rights check

324 need clearing

KEPT clips not yet rights-cleared

4 · Approved pool

0 ready clips

rights-cleared, in library

5 · Auto compilation

0 in progress

draft / planned / rendering

6 · Composition review

10 await approve

rendered, needs human accept

7 · Final review

247 in inbox

caption / thumbnail / approve

8 · Upload queue

5 queued

final human gate before publish

9 · Published

0 live

YouTube Shorts + performance

PetPop 에피소드

18 episodes

61–75s episode director → review → publish

Every keep / reject / edit / approve on these screens is recorded to PreferenceEvent (append-only).