What you know Deploy, scale, and operate ML and Generative AI systems in cloud-based production environments (Azure preferred). Build and manage enterprise-grade RAG applications using embeddings, vector search, and retrieval pipelines. Implement and operationalize agentic AI workflows with tool use using frameworks such as LangChain and LangGraph. Develop reusable infrastructure and orchestration for GenAI systems using Model Context Protocol (MCP) and AI Development Kit (ADK). Design and impl