“PREPARING HUMAN OVERSIGHT TALENT FOR AGENTIC AI WORKPLACES: A COMPETENCY FRAMEWORK FOR EDUCATION AND WORKFORCE SYSTEMS”, CJSSR, vol. 3, no. 4, pp. 1561–1574, Dec. 2025, doi: 10.63878/cjssr.v3i4.1732.