Integrate AI and data solutions with microservices, event-driven architectures, enterprise systems, and external business partners while ensuring scalability, security, observability, and operational readiness. Partner with business leadership and enterprise architects to shape the strategic roadmap for Machine Learning and Generative AI capabilities, including LLM application patterns, platform modernization, and enterprise governance.