A new paper introduces Constructive Alignment, treating human preferences as evolving trajectories rather than static targets. The researchers argue that adaptive AI actively shapes what users value over time. This shift moves alignment from a simple optimization task to a control problem. Practitioners must now account for the feedback loop between model behavior and human psychology.