AI‑Mastery Replaces Traditional Grading

Institutions adopt agentic AI inside learning management systems to assess student mastery continuously, shifting courses from one‑time graded assignments to AI‑driven adaptive quizzes and mentorship models. Faculty roles pivot from lecturing and marking to mentoring, facilitation, and integrity enforcement, while exam security and cheating‑deterrence become operational challenges. — If widely adopted, this would reshape credentialing, labor for instructors, campus governance (cheating detection and surveillance), and equity around access to AI tools.