We've taught students to use AI. The next frontier is teaching them to supervise it. As AI handles more knowledge work, employers and accreditors will demand graduates who can serve as effective human-in-the-loop (HITL) overseers. This means verifying AI outputs, catching failures, and knowing when to trust or override recommendations. This session introduces HITL oversight as an emerging workforce competency, identifies four teachable skills (recognizing hallucination, resisting automation bias, detecting sycophancy, spotting reward hacking), and provides adaptable classroom activities for any discipline.Keywords: #workforcereadiness, #AIoversight, #AIliteracy
