LLMs have enabled us to process large amounts of text data very efficiently, and in a reliable and fast manner. One of the most popular use cases that has emerged over the past two years is Retrieval-Augmented Generation (RAG). RAG allows us to take a number of documents (from a couple to even a hun...

This article provides a comprehensive guide on the essential principles, methodologies, and best practices for implementing generative AI solutions in large-scale enterprise environments. It covers key components of Gen AI architecture, such as vector databases, embeddings, and prompt engineering, o...