This hands-on workshop provides a deep dive into advanced AI techniques, focusing on structured outputs from Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), and Multimodal AI. Participants will engage in practical exercises to refine LLM outputs, apply advanced RAG methods to medical texts, and explore agentic AI concepts using Hugging Face libraries. Ideal for those looking to enhance their AI workflows with cutting-edge methodologies.