🛡️ An interdisciplinary research paper examining the legal and criminological conditions under which AI can lawfully and privately detect phone-based scams targeting older adults. Drawing together criminology, law, and computer science, it argues that system architecture — opt-in, on-device, privacy-preserving design — resolves the tension between effective detection and individual privacy more decisively than policy alone.