A Risk-Adaptive and Evidence-Constrained Framework for Generative AI Feedback in Programming Education.

arXiv:2609.29874v1 Announce Type: new Abstract: Generative artificial intelligence can turn learning analytics into personalized support, but feedback systems must decide when to intervene, which evidence to use, and how much assistance to provide. We develope