Model usability, not benchmark points, is what matters at the top end

UltraRareAF · x · 2026-10-24

Nathan Lambert argues that at the top end of models, real-world usability matters far more than ±2 benchmark points — scores signal potential, but some models convert it and others don't. A reply proposes a counterintuitive idea: models may be almost too competent, with that technical proficiency itself thwarting emergence — whether that self-defeating configuration is good or bad remains unclear.

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Model usability, not benchmark points, is what matters at the top end

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