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YouTube · reaction · 10 clips · 15-45s windows

Add another sourceReview clips

Source signal

Viral timeline

https://www.youtube.com/watch?v=demo

Rights confirmed
Chat velocity

8.7x

Audio spike

92

Retention

89%

Caption ready

Yes

Agent stack

Source observer
scanning
Moment classifier
scoring
Clip editor
queued
Caption writer
ready

Emotion targets

shockhumorclutchsurprise

Vertical preview

Hook detected in first 3s
“Nobody saw that coming.”

Candidate clips

Ranked by viral score

3 ready
1

Shock reaction with instant payoff

shock

00:04:18 - 00:04:49 · retention lift +38%

94
2

One-liner turns chat around

humor

00:11:07 - 00:11:34 · retention lift +31%

89
3

Clutch ending hits in three seconds

clutch

00:18:44 - 00:19:16 · retention lift +34%

91
ClipOps