Instructional design first: AI-assisted courseware for mastery and learner agency

In the AI era, course design must go beyond teaching students where to click or assuming that a polished product demonstrates competence

Artificial intelligence can automate parts of the instructional process, but its greater promise is to extend the instructor’s reach rather than replace the instructor. The central question is how AI-supported environments can strengthen learner agency through individual pacing, timely feedback, and meaningful opportunities to demonstrate mastery.

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