This white paper explores the implementation of AI agents using LangGraph and LangChain, two powerful frameworks designed to orchestrate and enhance large language model (LLM) capabilities. It details the design and development of a multi-step decision-making agent architecture that can reason, plan, and solve complex problems through structured workflows.