Ethical Experiment Design
Define eligible cohorts, respect exclusions, and document risks before launch. Use shortest necessary windows, protective throttles, and holdouts that prevent overreach. Invite a privacy review as a standard ritual, then publish results internally, candidly noting surprises, harms avoided, and lessons to refine next time.