Architect, build, and operate end-to-end agentic AI systems: from problem framing, modeling, training and evaluation to production deployment, monitoring, and iteration. Integrate LLMs, RAG, and knowledge-augmented systems, improve reliability/observability, and deliver AI-driven products like recommendations, personalization, search, forecasting, and fraud detection while collaborating cross-functionally.