Design, build, deploy, and operate agentic AI systems, LLM tools, RAG pipelines, vector search capabilities, MCP connectors, and production data pipelines. Apply software engineering practices including testing, CI/CD, observability, and monitoring. Collaborate with scientific and business stakeholders to translate ambiguous needs into secure, governed technical solutions. Provide technical leadership in AI architecture, establish best practices, and mentor junior team members.