retrieval-augmented generation Archives

Navigating the Labyrinth of Lies: A Developer’s Deep Dive into LLM Hallucinations

June 10, 2025

“Reality is that which, when you stop believing in it, doesn’t go away.” Philip K. Dick In the world of Large Language Models, the line between generated reality and objective reality can often feel perilously thin. We, the builders and researchers, stand at a fascinating and frustrating frontier. Our creations can draft elegant poetry, write …

Elevating Large Language Models with Retrieval-Augmented Generation

March 4, 2025February 23, 2025

Dive deep into Retrieval-Augmented Generation (RAG) models. Understand their architecture, implementation with LlamaIndex, and diverse applications Picture this: a computer that can write like a person, but with the superpower of reading through a whole library in seconds to give the best answers possible. Welcome to the world of Retrieval-Augmented Generation or RAG for short. …