How to Build a LangGraph Marketing Agent with Memory 57.3% of AI teams run LangGraph agents in production. Build a marketing agent with persistent memory, tool-calling, and StateGraph in Python, step by step. May 11, 2026 • Luka Mrkić AI agents marketing automation Python LangChain AI marketing agent