VectifyAI

VectifyAI has released PageIndex, an open-source document indexing tool for what it calls vectorless, reasoning-based retrieval-augmented generation. Instead of embedding documents into vectors, the approach indexes documents in a way that lets language models reason over them directly when answering queries. The project, written in Python, is drawing attention on GitHub from developers interested in alternatives to embedding-based RAG pipelines.