vision-is-all-you-need is a demonstration project showcasing the Vision RAG (V-RAG) architecture. The V-RAG architecture directly embeds PDF file pages (or other documents) into vectors using Vision Language Models (VLM), eliminating the need for cumbersome chunk processing. This technology enhances the efficiency and accuracy of document retrieval, especially when dealing with large datasets. Background information indicates that this is an innovative tool leveraging the latest AI technologies to improve document processing capabilities. The project is currently open-source and free to use.