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Andrej Karpathy highlights a widening gap in AI understanding across the global population

Only 20 million professionals use frontier AI models, while 75 percent of the world's population has minimal exposure. This disparity raises questions about AI adoption and perception.

Published 12 October 2026 · ID 2026-10-12-andrej-karpathy-highlights-a-widening-gap-in-ai-understanding-across-the-global-
Andrej Karpathy highlights a widening gap in AI understanding across the global population

Andrej Karpathy, a former OpenAI co-founder now working at Anthropic, has pointed out a significant gap in how different segments of the global population perceive and use AI. He argues that the external world has only seen a preview of AI's full potential, with most people having limited interaction with large language models.

Karpathy's observations are based on a breakdown of AI engagement levels. He notes that a majority of the global population—75 percent—has barely interacted with large language models. For many, AI is seen as a writing aid or an improved search engine, far from its more advanced capabilities.

According to Karpathy, only 20 million professionals in fields like math and programming regularly use frontier AI models for their work. This group represents a small fraction of the global population, highlighting a stark divide between casual users and those with deep technical expertise.

The disparity in AI engagement raises concerns about accessibility, education, and the potential for AI to reshape industries. It also underscores the challenge of ensuring that the broader public is informed about AI's capabilities, which could influence future adoption and policy decisions.

As AI continues to evolve, the gap between casual users and professionals may widen further. This could lead to increased demand for training and education programs, as well as greater scrutiny of how AI is integrated into various sectors. The industry will need to address these challenges to ensure equitable access and understanding.

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