In a guest column, Miranda Bogen of the Center for Democracy and Technology argues that increasingly personalized AI systems risk repeating mistakes made during the rise of personalized social media. She draws parallels between social media’s engagement-optimization playbook and the incentives now shaping personalized AI products. Bogen contends that policymakers and developers should apply lessons learned from social media’s harms before personalized AI systems scale further.