Gary Marcus says benchmark gains are not the same as reaching AGI

GaryMarcus · x · 2026-07-27

Gary Marcus argues that benchmark training should not be confused with AGI. Quoting Ramez, he says Claude Opus 5’s gain on ARC-AGI-3 likely reflects targeted optimization for that eval rather than a general jump in abstract reasoning.

Related event: Gary Marcus: Benchmark Improvements Do Not Mean We Are Nearing AGI(2 posts)→

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