Gaurav Panchal's Blog

The Stealth Sabotage: Why RAG Pipelines Hallucinate on Perfect Data

Most engineers believe RAG solves hallucinations by anchoring Large Language Models in reality. The reality is far more dangerous: RAG doesn't eliminate hallucinations; it makes them nearly twice…

Beyond the Vector Store: The High-Stakes Evolution of Enterprise RAG

Most companies treat Retrieval-Augmented Generation as a simple database search problem, but the 'Naïve RAG' era is dead. While beginners are still wrestling with basic vector indices, indust…