How do you design AI systems that respect privacy at scale across borders, bureaucracies, and behavioral patterns? In this talk, Rakia Finley shares behind-the-scenes insights from her work architecting enterprise-grade, AI-powered platforms for civic, financial, and healthcare institutions. Rather than bolt on compliance late in the lifecycle, she’ll demonstrate how to use design patterns, embedded logic, and multi-system orchestration to build governance-first infrastructure. This isn’t about checkboxes, it’s about pattern-matching privacy into every layer of your stack so regulation doesn’t become the bottleneck to innovation.