Cognita is a framework that organizes RAG codebases, providing a modular, API-driven approach for scalability and deployment. It integrates with Langchain/LlamaIndex for experimentation and prototyping, offering a production-ready environment with a no-code UI. Noteworthy features include support for incremental indexing, customization options for data loaders, embedders, and parsers, as well as the ability to develop custom Query Controllers. Cognita simplifies the transition from Jupyter Notebooks to production by addressing key challenges like model deployment, chunking, and embedding. It also comes with a UI for real-time configuration testing. While it can be used independently, pairing Cognita with Truefoundry AI Gateway enhances usability for model testing and deployment. 🌟 #Summary #Framework #RAG #Innovation
https://github.com/truefoundry/cognita