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За считанные минуты локальная ИИ модель моделирует корпус для ESP32C3 #ai #qwen32:52Exceptional Outlier

За считанные минуты локальная ИИ модель моделирует корпус для ESP32C3 #ai #qwen3

Published Oct 27, 2026 (4d ago)·Duration 2:52
Total Views478.3KPublic count
Public Likes10.5KAudience upvotes
Comments876Discussion threads
Relative Multiplier
22.63×vs typical channel median
Public Engagement
2.39%Reaction ratio
Velocity Pace
115.1Kviews/day average
Ripple89

Ripple Score™ Breakdown

Breakout(High Confidence)

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

Pacing Signal+1.9K/hr🟢 Observed via snapshots
Relative Pull+40.0/40
Multiplier22.63×
Velocity Signal+27.9/30
Daily rate+45.9K/d
Engagement+6.8/15
Reaction rate2.39%
Reach & Age1× mult
Age / Reach100h · 7.83× subs
Score Observations:
  • 22.6× channel typical (exceptional statistical anomaly)
  • Observed pacing: +1,913/hr (15.2× baseline rate, steady brisk pace)
  • 2.39% public engagement (healthy industry standard)
  • Views exceed subscriber count by 7.8× (major algorithm recommendation push)
  • Published 4 days ago (neutral baseline window)
* 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

22.63× typical

This video is outperforming the channel's recent baseline median (21,139 views) by 22.63×.

High Pacing Velocity

91.2× daily pace

Current velocity of 115,058 views/day is accumulating 91.2× faster than the channel median.

Rapid Early Momentum

4 days old

The video reached breakout velocity (22.63× typical) within just 4 days of release.

Extensive Algorithmic Reach

7.8× subscriber base

Total views (478,286) have surpassed the channel's subscriber base by 7.8×, indicating strong YouTube browse/suggested distribution.

Performance Comparison

This video evaluated against У Павла!'s typical median baseline (30 recent uploads).

Views Comparison
This Video478.3K
Channel Median21.1K
22.63× typical view count
Engagement Rate
This Video2.39%
Channel Baseline2.16%
Above channel typical interaction rate
Views Accumulation Pace
This Video Pace115.1K/day
Channel Median Pace1.3K/day
Derived velocity rate since upload

Title Structure

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

Length80 chars
Word Count12 words
Uppercase %40%
StyleMixed Case
Contains DigitsYes
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.