RAG in Practice: Building Real-World Applications

In Part 1 and Part 2 of this series, we covered RAG's origins, fundamentals, and technical architecture. You understand what RAG is, why it matters, and how it works under the hood. Now it's time to put that knowledge into practice. This article shows you how…

RAG Architecture and Internals: How It Really Works

In Part 1, we covered RAG's origins, fundamentals, and why it matters. You understand the high-level concept: retrieve relevant information, then use it to generate responses. Now we dive deep into the technical architecture—exactly how RAG systems work under…

RAG Explained: Origins and Fundamentals

Ever searched for "deployment guide" and got nothing, even though there's an article about "publishing to production"? RAG (Retrieval-Augmented Generation) solves this by understanding meaning, not just keywords. This series shows you how RAG came about, how…

How Neural Machine Translation Actually Works: A Developer's Guide

If you've been following this blog, you know I'm a bit obsessed with machine translation. I've written about using EasyNMT, building background translation services, and even improving EasyNMT. But I realized I've never actually explained how neural machine…