Institutions are deploying AI, data analysis, and surveillance frameworks to assert *preemptive* control over future behavior—predictive policing, AI risk assessment in criminal justice, facial recognition for crime prevention. These tools promise perfect foresight and deterrence, yet simultaneously evade human scrutiny and due process. The effect is to shift from accountability for actions taken to control of populations deemed at-risk, framed as safety.