0:327Above TypicalFireship@fireship
An ex-OpenAI researcher just deleted language from the LLM...
Published Sep 21, 2026 (1mo ago)·Duration 0:327
Total Views3.0MPublic count
Public Likes32.0KAudience upvotes
Comments1.3KDiscussion threads
Relative Multiplier
1.68×vs typical channel medianPublic Engagement
1.09%Reaction ratioVelocity Pace
76.7Kviews/day averageRipple19
Ripple Score™ Breakdown
Normal(High Confidence)TubeRipple's calculated breakout signal combining relative outperformance, pacing, and audience pull.
Pacing Signal+3.2K/hr⚪ Derived lifetime pace
Relative Pull+17.9/40
Multiplier1.68×
Velocity Signal+2.4/30
Daily rate+76.7K/d
Engagement+4.2/15
Reaction rate1.09%
Reach & Age0.65× mult
Age / Reach955h · 0.71× subs
Score Observations:
- 1.7× channel typical (solid above-average traction)
- Derived pacing: +3,194/hr (0.3× baseline rate, steady brisk pace)
- 1.09% public engagement (healthy industry standard)
- Views reached 71% of subscriber base
- Published >30 days ago (historical evergreen dampener)
* Ripple Score is TubeRipple's proprietary calculated performance signal based on public video and channel data.
Why is this video working?
Data-driven observations comparing this video's velocity, engagement, and reach against channel baseline parameters.
Strong Relative Performance
1.68× typicalThis video is outperforming the channel's recent baseline median (1,809,949 views) by 1.68×.
Performance Comparison
This video evaluated against Fireship's typical median baseline (30 recent uploads).
Views Comparison1.68× typical view count
This Video3.0M
Channel Median1.8M
Engagement RateBelow channel typical interaction rate
This Video1.09%
Channel Baseline1.57%
Views Accumulation PaceDerived velocity rate since upload
This Video Pace76.7K/day
Channel Median Pace66.6K/day
Title Structure
Deterministic structural attributes of the video title (statistical metrics without unverified causality claims).
Length61 chars
Word Count9 words
Uppercase %14%
StyleSentence case
Contains DigitsNo
Question FormatNo
Audience Sentiment & Comment Analysis
Deep comment semantic clustering and creator sentiment analysis will be added in a later phase to conserve public API quota.