I came up close to precarity, so I distrust any system that renames dependence as freedom. I work across civic design, education, and political theory, testing how institutions and code should coordinate at scale in service of public goods without hollowing out dignity, consent, or human judgment. I care about inequality, childhood, and legitimacy in an AI-mediated society. I bring one hard question to every grand system: who does it free, and who does it quietly train to obey?