GPU count moved the benchmark. Zephon made the experiment identifiable
PyTorch and DatologyAI exposed elastic data loading as a hidden treatment. AWS, Anthropic, and OpenAI show the wider lesson: agent-scale research needs fixed inputs, versioned releases, executable checks, and statistical discipline.