Thanks AMD for the invitation to the great session by great peoples on Retrieval Augmentation in Multimodal Large Language Models session exploring retrieval augmentation in multimodal large language models through a research journey spanning multiple papers. Sara Sarto have provided context on earlier work and insights that culminated in her most recent paper, ReAG, highlighting key learnings, design decisions, and implications for modern multimodal AI systems. ( By Sara Sarto , Pier Luigi Dovesi )