AMAbhijit Moneinblogs.abhijitmone.com·1d ago · 11 min readWhere RAG Fails: Understand the LimitationsIf you've spent any time building with LLMs, you've probably heard RAG (Retrieval-Augmented Generation) described as the fix for hallucinations and outdated knowledge. It's a genuinely useful pattern 41M
TDTanmay Dongareintvnmvy.hashnode.dev·1d ago · 5 min readWhere RAG Fails: Understanding the LimitationsImagine you have a super smart friend. This friend has read almost every book in the world — but they read them all a couple years ago, and haven't picked up a new one since. Now if you ask them "what10
TMTejas Mintejas-genai.hashnode.dev·1d ago · 10 min readWhere RAG Fails: Understanding the LimitationsThere's a moment everyone building with LLMs eventually hits. You ask the model about your company's refund policy, or your product docs, or something that happened last month, and it either makes som00
RKRenuka Khirwadkarinunlockaijargons.hashnode.dev·2d ago · 20 min readWhere RAG Fails: Understand the LimitationsWhy do we need RAG? Imagine you meet alien from another planet. The alien is very intelligent. It can understand any language.It can write stories.It can solve math problems.It can even answer many qu00
SShayintoddlerstech.hashnode.dev·3d ago · 5 min readWhere RAG Fails: Understand the Limitationsbefore discussing the limitations i would like to discuss what RAG is ? What is RAG ? RAG - Retrieval Augmented Generation This is a process that allows us to give LLM the specific knowledge to answer00
SBShubham Bhardwajinshubhambhardwaj.hashnode.dev·6d ago · 6 min readRAG Explained: How It Works — and Where It FailsLLM the brain of AI when we ask something it do the next words predictions, generate the content. But when we ask something related to the current data it not able to give any answer correctly Because00
KNKshitij Neheteinkshitijnehete.hashnode.dev·Jul 11 · 2 min readUnderstanding RAG: Benefits, Limitations, and When to Use ItHave you ever asked an AI a question and received an answer that sounded confident but was completely wrong? This happens because Large Language Models (LLMs) only know the information they learned du00
ASAditya Singhinadi-read-write.hashnode.dev·Jul 9 · 11 min readHow to Talk to Your Private Data Safely Using RAGHow to Talk to Your Private Data Safely Using RAG Why Do We Need RAG in the First Place? Before understanding what RAG is, let's look at why we even need it in the first place. 1.1 Knowledge cutoff:00
NDNikhil Dhawaninreact-expo.hashnode.dev·Jul 9 · 7 min readWhat Is RAG? A Simple Guide (and Why It Still Fails Sometimes)A normal LLM answers from what it learned in training. RAG (Retrieval-Augmented Generation) first fetches relevant information, then asks the model to answer using that information. This usually impro00
ARAbhijeet Raoiniabhijeet.hashnode.dev·Jul 5 · 6 min readHow AI Reads, Understands, and RespondsHave you ever wondered how a computer that doesn't know English still answers your questions so accurately? Isn't it so strange that the device which understand only binary digits is understanding our00
