A new paper introduces Constructive Alignment, treating human preferences as evolving trajectories rather than static targets. The researchers argue that persistent AI systems actively shape what users value through interaction. This shift moves alignment from simple preference satisfaction to a control problem. It forces developers to account for the feedback loop between AI behavior and human psychology.