This 3-day workshop (3 hours per day) introduces participants to the foundations and practical implementation of AI agents using large language models (LLMs) and LangChain. The course covers how LLMs reason, how retrieval-augmented generation (RAG) works, and how to extend models with tool use to automate tasks