Hey I am on Medial • 3m
Retrieval-Augmented Generation (RAG) is a GenAI framework that enhances large language models (LLMs) by incorporating information from external knowledge bases, improving accuracy, relevance, and reliability of generated responses. Here's a more detailed explanation: What it is: RAG combines the strengths of both retrieval-based and generative AI models. It allows LLMs to access and incorporate information from external sources, like databases, documents, or web pages, to supplement their pre-existing training data. How it works: Retrieval: An information retrieval system searches external knowledge bases for relevant information based on the user's query. Augmentation: The retrieved information is then integrated into the LLM's input, providing it with context and factual grounding. Generation: The LLM uses this augmented input to generate a more accurate, relevant, and informed response.
Buidling AlLiN|AI Re... • 26d
🚨 Everyone says "RAG is dead" — but I say: It’s just been badly implemented. I’ve worked on AI systems where Retrieval-Augmented Generation (RAG) either changed the game… or completely flopped. Here’s the hard truth 👇 --- 🤯 Most teams mess up
See More| Technologist | ML ... • 4m
In the ever-evolving AI landscape, a new player is making waves — Deepseek. While OpenAI, Google DeepMind, and Meta AI have been dominant forces, Deepseek is emerging as a formidable contender in the AI race.The recent buzz around Deepseek stems from
See MoreHey I am on Medial • 2m
Hello Friends, I’ve been diving deep into Retrieval-Augmented Generation (RAG) and its evolved form — Agentic RAG — lately, and I’m genuinely curious about how others are thinking about it. I’d love to hear your ideas, interesting use cases, or eve
See MoreSoftware Engineer | ... • 7m
💡 5 Things You Need to Master for learn for integrating AI into your project 1️⃣ Retrieval-Augmented Generation (RAG): Combine search with AI for precise and context-aware outputs. 2️⃣ Vector Databases: Learn how to store and query embeddings for e
See MoreA billion dollar dre... • 6m
Turn ANY Website into LLM Knowledge in SECONDS 🤯 Tired of LLMs with limited knowledge? 🧠 This video shows you how to easily scrape any website and turn it into a powerful knowledge base for your own custom AI agents. 🤖 We'll explore: * Crawl for
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