Brute-force compute will crack every benchmark — real progress should be measured by discoveries

_galyo · x · 2026-09-05

Galyo argues: any task/environment you can reliably score and brute-force with enough money will be solved; every popular benchmark will meet this bar; abilities won't necessarily transfer. For measuring progress, he distinguishes throwaway benchmarks (for knowing the best model now) from discovery — systems doing something genuinely new and valuable, like solving open problems — as the sparser but truer signal.

Related event: Researchers argue benchmarks fall to brute force; real progress should be measured by "discoveries"(6 posts)→

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