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What Should Every Graduate of an Undergraduate AI Program Know?

Recommendations from a NSF workshop

What knowledge and skills should form the foundation of an undergraduate AI education? A new NSF LEVEL UP AI workshop recommendation report, Designing AI Curriculum Pathways, offers a framework that institutions can use to determine what knowledge and skills should be included in an undergraduate AI education program and identifies eight foundational AI knowledge areas that should be covered.

Posted: October 19, 2026, 10:11 AM

What should every student in an undergraduate AI program learn