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AFTER CERTAINTY

Person

Percy Liang

Stanford computer scientist and CRFM co-director known for foundation-model research and the HELM evaluation framework.

Why this matters

Liang ties language-model capability claims to shared scenarios and metrics—evaluation as the correction loop when systems scale faster than understanding.