The Feedback Loop Beats the Frontier

Hypothesis: on bounded scientific and public-service workflows, smaller models with verified local feedback will beat frontier systems on total utility within three years. Pre-register accuracy, cost, latency, calibration, and correction speed across ten deployments. If frontier models win the composite, the local-feedback thesis fails cleanly.