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

Why You Can’t Win That Internet Argument (And Shouldn’t Try)

We have all been there. You are in a comment section or a group chat. Someone says something that isn’t just wrong—it’s fundamentally confused. Maybe they think an AI chatbot is a conscious person because it said "I'm sad." Maybe they think they understand war because they play Call of Duty. Maybe they think running … Continue reading Why You Can’t Win That Internet Argument (And Shouldn’t Try)