Science & Space

The Scaling Hypothesis at Ten Trillion: What the Benchmarks Mean

The Scholar traces the intellectual genealogy of scaling laws from Kaplan et al. through Chinchilla to Claude Mythos, examining what 93.9% on SWE-bench tells us about the oldest question in AI research.