A new paper introduces Constructive Alignment, reframing AI alignment as a control problem over evolving human preference trajectories. Most current models treat preferences as static targets. This approach instead models preferences as layered and dynamic, shaped by interaction with adaptive systems. Researchers must now account for how personalized AI actively alters user values over time.