The Constructive Alignment framework treats human preferences as dynamic trajectories rather than fixed targets. Researchers argue that adaptive AI actively shapes what users value through persistent interaction. This shifts the alignment goal from simple preference satisfaction to a control problem. Practitioners must now account for how models influence human behavior over time.