viraldi.
Back to discovery
10:04
Technology & Computing / VIDEO

The AI Skill Gap Is Widening - Andrej Karpathy

Rob Shocks - Switch Dimension· 62K subscribers

22d ago · en-US audio

Andrej Karpathy's napkin math splits the world into an AI capability funnel: about 6 billion people who've barely touched AI, a billion or two using free chatbots, around 20 million using frontier agents like Claude Code and Codex, and roughly 5,000 insiders inside the labs. In this video I break down his funnel, the three reasons it exists, and my own takeaway: most of us, me included, aren't nearly ambitious…

3.6×Score at discovery
62.3KViews
17.4KMedian · 29 videos

Outlier score

This score was measured on Wed, 04 Nov 2026 09:19:17 GMT. Current view counts may differ.

62.3K views ÷ a 17.4K baseline = 3.6×. Compared with 29 earlier videos from the same channel, matching the format recorded at scoring time. Older-upload baseline: reference videos had at least as long to gain views. This comparison is not age-matched.

YouTube snapshot: Wed, 04 Nov 2026 12:02:57 GMT. Counters may have changed.

Read the methodology

Niches & tags

Transcripts and detailed analytics are available for recent outlier Shorts up to three minutes. Research tools