I design AI systems with fairness, transparency, and accountability built in from the start. My approach combines qualitative research, participatory workshops, and scenario testing to uncover risks and ensure AI aligns with human values. Drawing on frameworks like NIST AI RMF, OECD AI Principles, and design justice, I create interfaces that are explainable and inclusive, while supporting long-term trust and regulatory compliance such as the EU AI Act.