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Karpathy: AI gap has become a sharp funnel, only ~5,000 see the frontier

AI summary

OpenAI co-founder Andrej Karpathy said on X that the AI understanding gap he flagged earlier is widening, and is now less "two groups speaking past each other" than a "sharp funnel." In rough napkin estimates he splits users into four tiers: about 6 billion people (~75% of the population) who have barely encountered LLMs; roughly 1–2 billion casual users of free-tier ChatGPT-like products; some 20 million math-and-code professionals who see firsthand that agents can finish projects that used to take weeks or months; and about 5,000 people with internal access to frontier-grade systems. He attributes the funnel to three factors: impact scaling with problem size and horizon, the jaggedness of capability concentrated in digital, verifiable, economically valuable domains, and free/paid/internal access differences — adding that the outside world has mainly seen a "preview," while human review and comprehension are starting to fall behind.

In-depth insight

It reminds the field that the distance between frontier capability and public perception may be wider than most discussions assume.

Andrej KarpathyOpenAIChatGPT

Original · 4 min readRead the original
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