Korvus: An All-in-One Open-Source RAG (Retrieval-Augmented Generation) Pipeline Built for Postgres

Korvus aims to simplify the Retrieval-Augmented Generation (RAG) pipeline by executing the entire process within a Postgres database using PostgresML. This approach eliminates the need for multiple external tools, reduces development complexity, and improves efficiency by leveraging in-database machine learning for tasks like embedding generation and data retrieval. Korvus supports multiple programming languages, facilitating easier integration and maintenance of search applications, although its performance metrics are yet to be quantified.