Discover/Video analysis
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Claude Opus 4.8: Lying Machine No More?

103K views7 minJun 3, 2026
Watch on YouTube
Outlier vs channel median1.0×Comparable-age T+720h
Current velocity—needs two snapshots
Engagement4.2%likes + comments
ConfidenceMedium5 comparable videos

Where it broke away

Views at the same time after publishing—not lifetime totals.

Last observed 10/4/2026, 6:34:43 PM
This video
91K122.2K153.4K184.6K215.9K586h3082h

Why it qualifies

  • At 720 hours, views are 1.0× the channel median.
  • The baseline uses 5 comparable long-form videos.
Comparison windowComparable-age T+720h
This video at comparable age—
This video now103K views
Channel median at comparable age203.8K views
Sample5 videos