LLM vs RAG vs AI Agent — Which One Do You Need?

CodeRash with Gaurav 🚀 August 13, 2025
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Unlock the secrets of modern AI in this comprehensive guide to LLMs, RAG, and AI Agents. Learn how Large Language Models work, their strengths, and limitations. Discover how Retrieval-Augmented Generation enhances AI with real-time, domain-specific knowledge. Dive deep into AI Agents — autonomous systems that reason, take action, and complete tasks using tools and APIs. Perfect for AI enthusiasts, developers, and tech learners, this video simplifies complex concepts with engaging examples, diagrams, and real-world use cases. Whether you’re building chatbots, exploring autonomous workflows, or just curious about AI’s future, this video will give you the clarity and inspiration you need. #aiagents #llm #rag --------------- Links: Learn RAG: https://www.youtube.com/watch?v=hXwQwbujvRs Run Ollama with Llama3 Locally: https://www.youtube.com/watch?v=nBq9UXIAY8A Vibe Coding Sessions: https://www.youtube.com/playlist?list=PL9iLtz3CXQMtiOpXBrbeAijh2pL8_nKBI Complete Learn AI Playlist: https://www.youtube.com/playlist?list=PL9iLtz3CXQMuXYz8e1uirPsau7rZNIXMw Stay Connected: https://www.linkedin.com/in/gauravbehere/ --------------- Timestamps 00:00 - Intro 01:16 - What is LLM? 02:00 - What is RAG? 02:48 - Comparison between LLM & RAG 03:23 - What are AI Agents? 04:17 - Use cases of AI Agents 04:43 - Comparison Chart - LLM vs RAG vs AI Agents 05:06 - Architectural Comparison 07:12 - Related Videos 07:41 - Outro --------------- Search keywords: llm, large language model, rag, retrieval augmented generation, ai agents, what is llm, what is rag, what are ai agents, ai agent tutorial, llm explained, rag explained, ai agents explained, llm vs rag, rag vs ai agents, llm vs ai agents, llm vs rag vs ai agents, llm basics, rag basics, ai agent basics, llm for beginners, rag for beginners, ai agents for beginners, openai, gpt, chatgpt, ai tutorial, ai explainer, machine learning, deep learning, ai tools, ai for developers, ai for beginners, ai technology, natural language processing, nlp, ai engineering, ai coding, ai workflow, llm architecture, rag architecture, ai agent architecture, autonomous ai agents, multi agent systems, llm applications, rag applications, ai agent applications, llm advantages, rag advantages, ai agent advantages, llm disadvantages, rag disadvantages, ai agent disadvantages, llm limitations, rag limitations, ai agent limitations, open source llm, local llm, ollama, llama3, gpt-4, chatgpt plus, ai development, ai projects, ai future, building llm apps, rag implementation, ai agent implementation, langchain, langchain tutorial, rag langchain, ai agent langchain, chromadb, vector database, knowledge base ai, ai retrieval, context retrieval, ai generation, generative ai, generative ai tools, ai programming, ai frameworks, huggingface, huggingface transformers, ai pipeline, ai automation, ai business use cases, ai customer support, ai productivity, ai research, ai knowledge management, ai education, llm fine tuning, ai fine tuning, ai training data, ai reasoning, ai planning, autonomous agents, ai orchestration, ai prompt engineering, prompt engineering tutorial, ai action execution, tool-using ai, api calling ai, ai integration, ai with apis, ai workflow automation, ai chatbot, ai customer service bot, ai scheduling bot, ai travel agent, ai coding assistant, ai code generation, ai code review, ai testing automation, ai deployment, ai product manager, ai project manager, multi-modal ai, text-to-speech ai, speech-to-text ai, ai voice assistant, ai research assistant, ai writing assistant, ai document search, ai summarization, ai translation, ai vision models, ai future trends, ai safety, ai ethics, ai risks, ai opportunities, ai business models, ai monetization, llm trends, rag trends, ai agent trends, building ai products, building ai startups, ai entrepreneurship, ai innovation, ai disruption, ai in enterprises, ai in small business, ai in startups, ai productivity hacks, ai career, ai jobs, ai skills, ai learning path, ai online courses, ai certifications, ai conferences, ai communities, ai meetups, ai hackathons, ai experiments, ai prototypes, ai demos, ai case studies, ai storytelling, ai metaphors, llm demo, rag demo, ai agent demo, llm with database, rag with pdfs, ai agent with tools, ai workflow examples, ai pipeline examples, ai architecture diagram, llm diagram, rag diagram, ai agent diagram, ai explainer video, ai youtube video, ai tech channel, ai technology explained, ai for business, ai in education, ai in healthcare, ai in finance, ai in marketing, ai in law, ai in real estate, ai in manufacturing, ai in logistics, ai in gaming, ai in art, ai creativity, ai content creation, ai video creation

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