Your Benchmark Is Lying to You

The pelican on a bicycle has become an accidental Rosetta Stone for model evaluation. When a 21GB quantized Qwen model running on a laptop generates a more anatomically correct pelican than Anthropic's flagship Opus 4.7, something fundamental breaks ...