The Learning Assurance Frontier: A Capacity-Constrained Theory of Generative AI, Knowledge Verification, and Independent Learning Transfer. JAMS. Published online October 20, 2026:Page 16-31. Accessed October 20, 2026. https://jamsjournal.org/JAMS/article/view/762