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Andrej Karpathy breaks down the capability gap

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Andrej Karpathy breaks down the capability gap
✦AI Summary

Andrej Karpathy describes a widening 'capability gap' in how different segments of the population experience LLMs, ranging from the general public who see them as simple chatbots to a tiny elite using frontier-grade systems for complex, autonomous projects. He argues this funnel is driven by differences in problem ambition, the 'jagged' nature of AI capabilities, and varying levels of access to advanced models.

Why it matters

This disparity in AI experience creates a dangerous disconnect in public discourse, as the general population remains largely unaware of the transformative, high-speed capabilities currently being deployed by a small group of professionals.

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Andrej Karpathy on X: "Dusting off this tweet from April because this gap in shared understanding of LLM capability is *widening*. It's now less "two groups of people speaking past each other" and more a sharp funnel.

- Napkin math somewhere around 6B people (~75% of the population) have barely co… / X

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