The Difference Between Skill and Intelligence

BlogFrançois CholletMay 11, 2026

AI Summary

Chollet distinguishes between skill (high performance on a specific task acquired through practice) and intelligence (the capacity to efficiently acquire new skills). The post argues that current AI discourse conflates these two properties — when GPT-4 writes good code or essays, it is demonstrating accumulated skill from training data, not intelligence per se. Intelligence would mean quickly mastering a completely novel domain with minimal examples. The post uses chess as an analogy: a chess grandmaster has extraordinary chess skill, but that skill doesn't transfer to novel games. Intelligence is what allows you to learn a new game quickly, not excel at one you've played 10,000 times.

Original excerpt

Chollet's clearest exposition of why GPT performance on known tasks is not evidence of general intelligence. Skill accumulates; intelligence transfers.

The key test: how many examples does a system need to reach reasonable performance on a completely novel task it has never seen? That ratio is a direct measure of intelligence — not benchmark scores on well-represented domains.

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Chollet distinguishes between skill (high performance on a specific task acquired through practice) and intelligence (the capacity to efficiently acquire new skills). The post argues that current AI discourse conflates these two properties — when GPT-4 writes good code or essays, it is demonstrating…

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