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AFTER CERTAINTY

Person

Collin Burns

AI researcher on language-model evaluation, alignment, and empirical assessment of model capabilities.

Why this matters

Burns treats benchmarks as stress tests—capabilities that look fluent until a systematic probe finds the fracture.