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Corporate AI Rejected a Scientific Paper for $10 Million — and Was Right in Form but Not in Substance

A corporate AI model gave a negative review of a paper on self-organized criticality with a violation of causality, which is explained by fundamental limitations of large language models: inability to recognize novel structures, non-convex landscape, and confusing signal with noise. The paper proposes a paradigm shift: from accumulating knowledge to diagnosing system state.