Build and lead production AI infrastructure for institutional commercial real estate. Develop full-stack workflows, document parsers, data foundations, MCP servers, LLM features, evaluation systems, and React-based portals. Deploy solutions in client Azure environments, productize reusable components, ensure auditable accuracy, work directly with clients, and help hire and lead distributed engineers.