The Constructive Alignment paradigm treats human preferences as dynamic trajectories rather than static targets. This research argues that adaptive AI actively shapes what users value through persistent interaction. It shifts alignment from simple preference satisfaction to a control problem. Practitioners must now account for how models influence user behavior over time.