Thomas will go through the process of building an end-to-end Visual RAG application over PDFs in Vespa, using Python only. The accompanying code is open source, and participants will get valuable insights and tips for building their own Visual RAG applications, and how to make RAG applications scalable and fast. He will also touch on some recent promising directions in document search and retrieval.