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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 FedUp| AI R...ย โขย 4m
๐จ Everyone says "RAG is dead" โ but I say: Itโs just been badly implemented. Iโve worked on AI systems where Retrieval-Augmented Generation (RAG) either changed the gameโฆ or completely flopped. Hereโs the hard truth ๐ --- ๐คฏ Most teams mess up
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In the ever-evolving AI landscape, a new player is making waves โ 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
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Most people think of RAG (Retrieval-Augmented Generation) as a text-only thing. But when we apply it to images, it unlocks serious potential โ especially in safety, retail, and surveillance. I recently explored Vision-RAG using Weaviate + LangChain
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๐ก 5 Things You Need to Master for learn for integrating AI into your project 1๏ธโฃ Retrieval-Augmented Generation (RAG): Combine search with AI for precise and context-aware outputs. 2๏ธโฃ Vector Databases: Learn how to store and query embeddings for e
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Hello Friends, Iโve been diving deep into Retrieval-Augmented Generation (RAG) and its evolved form โ Agentic RAG โ lately, and Iโm genuinely curious about how others are thinking about it. Iโd love to hear your ideas, interesting use cases, or eve
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Turn ANY Website into LLM Knowledge in SECONDS ๐คฏ Tired of LLMs with limited knowledge? ๐ง This video shows you how to easily scrape any website and turn it into a powerful knowledge base for your own custom AI agents. ๐ค We'll explore: * Crawl for
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