RAG Advanced Patterns and Pipelines.Before we explore advanced RAG patterns and pipelines, let’s quickly revisit what RAG is, why it matters, and what makes it so widely discussed. Retrieval-Augmented Generation (RAG) is a technique that pairs large language models (LLMs) with a retrie...Aug 30, 2025 · 4 min readgen-ai-blogs.imvkc.in
Where RAG Fails?Before diving into where RAG fails, let’s first understand what it is, why it’s important, and why there’s so much hype around it. RAG stands for Retrieval-Augmented Generation. In simple terms, it combines large language models (LLMs) with a retriev...Aug 30, 2025 · 3 min readgen-ai-blogs.imvkc.in
Introduction to RAGsRAGs nowadays are very important models in the world of Large Language Models (LLMs) like ChatGPT and Gemini. They differ from these LLM models because LLMs can only generate human-like text and converse with you, but they can't provide much informat...Aug 20, 2025 · 3 min readgen-ai-blogs.imvkc.in
Building Thinking models with Chain-of-Thoughts(CoT).To understand this, we need to start by understanding what Chain-of-Thoughts (CoT) is and what it does. CoT is a style of system prompting where AI breaks down a problem into several parts to achieve better results and provide users with transparency...Aug 17, 2025 · 6 min readgen-ai-blogs.imvkc.in
Explaining What is Agentic AI: Agents &Tools.Agentic AI differs significantly from traditional AI, as it has a specific goal and purpose to achieve. It can't do anything beyond its objective; it is mainly designed to fulfill its goal. In contrast, traditional AI models like ChatGPT and Gemini a...Aug 17, 2025 · 5 min readgen-ai-blogs.imvkc.in