Karpathy's 'Sharp Funnel': Only ~5,000 People Have Real Frontier AI Access
Alec_Coughlin · x · 2026-10-15
Alec Coughlin relays Andrej Karpathy's 'Sharp Funnel' take on where AI stands, with a to-scale visualization: 6B people barely in contact with AI, 1-2B using a 'derpy chatbot', 20M on a curve going vertical, and only 5,000 with internal frontier access — too small to draw.
Karpathy argues the shared understanding of LLM capability is widening, with everyone experiencing different stages simultaneously — 'it is all happening at the same time.' His advice: you need a reservoir of big, difficult problems you truly care about. Enterprises hold the world's biggest such reservoir, so they have the most to gain by moving through the funnel fastest.
Related event: Karpathy: Only About 5,000 People Have Truly Seen Frontier AI(3 posts)→
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