🔧 Optimizing RAG: How to Improve Accuracy with Advanced RAGGuide to optimize RAG pipeline performance. Solving challenges of Retrieval-Augmented Generation. Retrieval-Augmented Generation (RAG) is like giving your LLM a brain plus a memory card. But as usage scales, so does the need for optimization. Think o...Apr 21, 2025 · 8 min readdevsingh.hashnode.dev
How to build a RAG with Langchain JS, OpenAI and Pinecone to read a pdf file.🔍 What is RAG? Retrieval-Augmented Generation (RAG) is a technique that enhances the capabilities of Large Language Models (LLMs) by integrating external data sources. Instead of relying solely on pre-trained knowledge, RAG systems retrieve relevant...Apr 20, 2025 · 7 min readdevsingh.hashnode.dev
How to Build a RAG-Powered Chatbot Using JavaScript and LangChain📘 Introduction Chatbots are getting smarter, but there’s a limit to how much a language model (LLM like Gemini or ChatGPT) "knows" — because it's based on training data that can go out of date. That’s where RAG (Retrieval-Augmented Generation) comes...Apr 18, 2025 · 5 min readdevsingh.hashnode.dev
🧠 RAG Simplified: Smarter AI with Real-World Knowledge💡 What is RAG in AI? RAG (Retrieval-Augmented Generation) is a powerful AI architecture that improves how large language models (LLMs) answer questions. Instead of relying solely on what it was trained on (which might be outdated or limited), RAG re...Apr 18, 2025 · 4 min readdevsingh.hashnode.dev
Garbage Results? Fix Your Prompt Not the ModelRiya fell into a GIGO Trap Riya, a second-year student at Delhi University, was super excited to use an AI tool for her political science assignment. She typed: “Explain democracy.” Bas kya? What she got was a long, textbook-style essay that didn’t m...Apr 11, 2025 · 9 min readdevsingh.hashnode.dev
