With a plethora of pre-trained LLM models available off the shelf, integrating them into applications is becoming increasingly accessible. But getting them into production is a different story. In this article, I’ll walk through the pattern I followed to deploy an agentic AI solution to production, one that leverages OpenAI models and LangGraph, hosted on AWS ECS Fargate.