This workshop, hosted by VdA and the Center for Responsible AI, focuses on the fundamental principles of privacy, transparency, and fairness in AI systems. Attendees will gain insight into the legal and technical research outcomes of the Center aimed at supporting compliant AI systems. Through an interactive session employing design-thinking methodologies, participants will have a live demonstration of one of the AI products being developed by the Center. Working in multidisciplinary groups, participants will brainstorm solutions and exchange ideas on ensuring privacy, transparency, and fairness within the specific AI product.