This lesson demonstrates building and evaluating a LangChain agent for web research, specifically focusing on extracting structured information about individuals. The process leverages LangGraph for workflow management, LangSmith for evaluation and visualization, and LLMs for query generation and data analysis, showcasing a practical application of AI agents in data enrichment.