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11:12ABOUT THE CHANNEL Primary niche Additional niche 
Stefan 3D AI199K
11:12Technology & Computing / VIDEO
AI Engineer· 864K subscribers
How to Actually Tokenmaxx and Save Millions — Alvin Pane, OutRival
AI Engineer· 864K subscribers10d ago · en-US audio
A cheaper candidate model disagrees with the production model on 18% of examples. Reject it immediately, or first ask how often production disagrees with itself? Alvin Pane uses that question to frame a token optimization workflow at OutRival. Repeated runs of the existing model reveal a reported 7% disagreement rate, making simple model to model agreement an incomplete quality measure. His HarborBite example is a…
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3.5×Above the channel median
10KViews
1.3Avg. views / hour · 2.2h window
2.9KMedian · 13 videos
Outlier score
10K views ÷ a 2.9K baseline = 3.5×. Compared with 13 earlier videos from the same channel, matching the format recorded at scoring time. Their counts were observed at comparable video ages.
YouTube snapshot: Sun, 25 Oct 2026 05:33:04 GMT. Counters may have changed.
Read the methodologyGenerative AI & Agents
Channel-balanced percentile: 44
Comparison details
35 videos from 23 other channels, with each channel weighted equally. Same format and language, with 100,000–999,999 subscribers. Observed at 255 hours after publication, within ±48 hours.
This describes the collected sample, not all of YouTube. Updated Sun, 25 Oct 2026 06:29:59 GMT.
Niches & tags
Software design, reliability, testing, debugging and engineering practices.
Transcripts and detailed analytics are available for recent outlier Shorts up to three minutes. Research tools
Breakouts from other channels
8.8×
Score at discovery · 2026-10-24
Percentile 100 · Generative AI & AgentsThis Is What Opus 5.5 Max Built in 36 Hours for 2,175 USD
Stefan 3D AI199K
