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Karpathy describes a steep funnel in public understanding of LLM capability

2 articles2 sourcessince Oct 11Last article 49m ago ·

Overview

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Andrej Karpathy says public understanding of LLM capability is splitting into a steep funnel, in an X post dated October 11, 2026.

He estimates about 6 billion people have barely used LLMs, 1 to 2 billion use free-tier chatbots casually, roughly 20 million professionals use frontier models for math and code, and about 5,000 people have access to internal frontier systems. He attributes the funnel to three factors: problem ambition and horizon, capability jaggedness concentrated in verifiable digital domains, and access tier.

A repost by Dongxi NLP on the same day cites the same estimates and adds its own text saying only about 5,000 people use the most advanced models internally. The repost describes Karpathy's tweet as dating from April, which conflicts with the October 11, 2026 date of the original post in the first report.

Written by AI from the articles below · updated Oct 11, 5:24 PM ET

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Latest developmentOct 11, 4:53 PM ET
Dongxi NLP reposts Karpathy's funnel of LLM exposure across the world

Developments

2 developments

  1. Oct 11, 4:53 PM ET · 1 article
    Dongxi NLP reposts Karpathy's funnel of LLM exposure across the world
    Dongxi NLP: Dongxi NLP reposts Karpathy's funnel of LLM exposure across the world
  2. Oct 11, 3:12 PM ET · 1 article
    Karpathy says LLM capability understanding is splitting into a steep funnel
    Andrej Karpathy: Karpathy says LLM capability understanding is splitting into a steep funnel

Article timeline

The articles in this story. Times are ET.

Oct 11
  1. Dongxi NLPX
    Dongxi NLP reposts Karpathy's funnel of LLM exposure across the world

    AIDongxi NLP reposts Andrej Karpathy's April tweet, which estimates about 6 billion people have barely used LLMs. Karpathy says roughly 20 million professionals see agents complete large math and code projects, while about 5,000 people have internal access to frontier systems. Dongxi NLP's own added text says only about 5,000 people use the most advanced models internally and calls everyone else on the periphery of AI.

  2. Andrej KarpathyX
    Karpathy says LLM capability understanding is splitting into a steep funnel

    AIAndrej Karpathy says a gap in understanding of LLM capability is widening into a funnel: about 6 billion people have barely used LLMs, around 1-2 billion use free-tier chatbots casually, roughly 20 million professionals use frontier models for math and code, and about 5,000 people have access to internal frontier systems. He attributes the funnel to three factors: problem ambition and horizon, capability jaggedness concentrated in verifiable digital domains, and access tier.

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