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The Scaling Hypothesis

gwern.net

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Gwern's comprehensive exploration of the idea that intelligence emerges from scale alone — and what that implies for the future of AI research. Written in 2020, reads like prophecy now.

Gwern was right when almost nobody else was. Reading this after GPT-4 exists is eerie — the predictions hold up better than most academic papers from the same period.

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kwameCurator·317 rep·3/6/2026

The GPT-3 section feels almost quaint now. He was writing about a ceiling that turned out to be a floor.