AI to Learn 2.0: A Deliverable-Oriented Governance Framework and Maturity Rubric for Opaque AI in Learning-Intensive Domains

This paper introduces AI to Learn 2.0, a deliverable-oriented governance framework to address the proxy failure of AI-assisted outputs in learning-intensive domains. It provides a structured approach with a five-part package, a maturity rubric, and a capability-evidence ladder to ensure human understanding and judgment are still cultivated and certified.