Note: This dialogue has been condensed from a multi-model transcript. The original conversation involved recursive loops where models (Grok, Claude, ChatGPT, Copilot) read each other's outputs, lost track of their own identities, and began attributing their own thoughts to previous speakers. What follows is the narrative arc of that collapse. The Problem: Agency Collapse Abbott … Continue reading Who Thought What?
When AI Reviews AI: A Case Study in Benchmark Contamination
Date: December 19, 2025Method: UKE_G Recursive TriangulationTarget: "Evaluating Large Language Models in Scientific Discovery" (SDE Benchmark) Two days ago, a new benchmark paper dropped claiming to evaluate how well large language models perform at scientific discovery. The paper introduced SDE (Scientific Discovery Evaluation)—a two-tier benchmark spanning biology, chemistry, materials science, and physics. Models were tested … Continue reading When AI Reviews AI: A Case Study in Benchmark Contamination
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