Productive human-AI collaboration is not measured by how much work AI completes. It depends on whether the student remains responsible for setting the direction, evaluating possibilities, and making consequential decisions. When AI expands thinking without replacing judgment, students can leave the interaction with more than a finished product—they can become more capable learners.