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Meta's new model wants "deep access" to your personal life...0:344Normal
Fireship@fireship

Meta's new model wants "deep access" to your personal life...

Published Aug 12, 2026 (2mo ago)·Duration 0:344
Total Views563.7KPublic count
Public Likes13.7KAudience upvotes
Comments586Discussion threads
Relative Multiplier
0.31×vs typical channel median
Public Engagement
2.53%Reaction ratio
Velocity Pace
7.1Kviews/day average
Ripple8

Ripple Score™ Breakdown

Normal(High Confidence)

TubeRipple's calculated breakout signal combining relative outperformance, pacing, and audience pull.

Pacing Signal+294/hr⚪ Derived lifetime pace
Relative Pull+3.1/40
Multiplier0.31×
Velocity Signal+0.2/30
Daily rate+7.1K/d
Engagement+7.1/15
Reaction rate2.53%
Reach & Age0.65× mult
Age / Reach1914h · 0.13× subs
Score Observations:
  • 0.3× channel typical (below baseline pacing)
  • Derived pacing: +294/hr (0.0× baseline rate, moderate pacing)
  • 2.53% public engagement (healthy industry standard)
  • Views are 13% of subscriber count (core fan reach)
  • 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.

Above-Average Audience Engagement

+61% engagement

Public engagement rate (2.53%) is 61% higher than the channel's typical average (1.57%).

Performance Comparison

This video evaluated against Fireship's typical median baseline (30 recent uploads).

Views Comparison
This Video563.7K
Channel Median1.8M
0.31× typical view count
Engagement Rate
This Video2.53%
Channel Baseline1.57%
Above channel typical interaction rate
Views Accumulation Pace
This Video Pace7.1K/day
Channel Median Pace66.6K/day
Derived velocity rate since upload

Title Structure

Deterministic structural attributes of the video title (statistical metrics without unverified causality claims).

Length61 chars
Word Count10 words
Uppercase %2%
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.