In this episode of My Weird Prompts, Herman and Corn tackle the growing controversy surrounding artificial intelligence benchmarks. As new models like Claude 4.5 and GLM 4.7 dominate headlines with record-breaking scores, the duo explores whether high performance on math puzzles actually translates to real-world coding productivity. They break down the dangers of data contamination, the rise of "benchmark gaming," and why the industry is shifting toward more rigorous, live testing environments. From the software engineering challenges of SWE-bench to the "surprise quiz" nature of LiveBench, this episode provides a vital guide for anyone trying to separate marketing hype from actual machine reasoning.