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

What Will History Say About Us? (Wrong Question)

Someone on Twitter asked ChatGPT: "In two hundred years, what will historians say we got wrong?" ChatGPT gave a smooth answer about climate denial, short-term thinking, and eroding trust in institutions. It sounded smart. But it was actually revealing something else entirely—what worries people right now, dressed up as future wisdom. Here's the thing: We … Continue reading What Will History Say About Us? (Wrong Question)