Human-in-the-Loop AI places human judgment at the center of educational design while allowing artificial intelligence to support learning, feedback, and decision-making. This article explores how educators and instructional designers can use AI responsibly to strengthen thinking, assessment, and accountability without replacing the human role in learning.