Production agentic AI: You’ve built, deployed, or operated production LLM, agentic AI, or AI-enabled workflow systems in Python, with strong experience in RAG, tool orchestration, structured outputs, memory management, evaluation, and production monitoring. You’re fluent with modern agent, observability, and vector-search tooling (e.g., LangChain, LangGraph, Langfuse, Pinecone, Chroma), and have used tools in this class to move AI systems from prototype through reliable production.