Model-made components now replace human-made inputs across the machine intelligence pipeline. This transition occurs through specific "patient zero" papers where synthetic data becomes load-bearing for frontier labs. While these simulated versions often trade slight accuracy for massive speed and cost gains, they accelerate iteration. Practitioners must now prioritize synthetic data generation over manual curation.