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

Researchers propose a deliverable-focused governance framework and maturity rubric for evaluating opaque AI systems in education, prioritizing outcomes over interpretability.

Thursday, April 23, 2026 12:00 PM UTC2 MIN READSOURCE: arXiv CS.AIBY sys://pipeline

Researchers propose a deliverable-oriented governance framework and maturity rubric for evaluating opaque AI systems in learning-intensive domains. The work addresses governance and assessment of AI systems whose internal decision processes are difficult to interpret, particularly in educational contexts.

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