Developer’s Guide : Modular, Flexible, Scalable Prod ready RAG

Hands-On with Cognita : modular, open source RAG application for prod, built w/ scalability in mind.

This is just a conceptual view by Author to explain Setup & few features

This is part 2 of ‘Cognita’ exploration, see Part 1 below, in Part 3, we will explore from business user perspective.

Cognita : A Truly Unified RAG Framework : Part 1

What’s this Article about ?

This Article is a hands-on guide for using a modular, open source RAG framework which is designed by keeping scalability in mind, called ‘Cognita’. Cognita aims to address the challenges that arise when moving a RAG system from simple environment to a production-ready deployment.

We will see by code, some of the crucial requirements when productionizing a RAG system, such as chunking and embedding jobs, query services, language model deployment, and vector database deployment.

We will see something like below