Agentic RAG Explained: Moving Beyond Passive AI Retrieval скачать в хорошем качестве

Agentic RAG Explained: Moving Beyond Passive AI Retrieval

Standard RAG has been the backbone of private AI, but it has a major limitation: it's a "one-shot" passive process. To build more reliable systems, developers are turning to Agentic RAG. [02:14] Unlike traditional methods that retrieve data once and hope for the best, Agentic RAG introduces a "thinking" layer. It uses AI agents to reason about a query, decide which tools to use, and even self-correct if the first search result isn't quite right. [27:37] The Shift from Passive to Active Retrieval In a traditional setup, the system retrieves information once and generates an answer. If the retrieval is poor, the answer is poor. Agentic RAG changes the game by using the React (Reason + Act) framework. [25:02] Reasoning: The agent analyzes the question to see if it’s complex or ambiguous. Acting: It selects specific tools (like a web scraper, calculator, or vector search) to find the missing pieces. [23:44] Observation: It reviews the findings. If they are irrelevant, it loops back to try a different strategy. [28:03] Solving the "Big One" Problem (Handling Ambiguity) A standout feature of Agentic RAG is its ability to handle vague prompts. For example, if a user asks about "the impact of the Big One on California," a standard RAG might struggle with the slang. [41:57] An agentic system, however, identifies the ambiguity, researches the context, and realizes the user is likely referring to a major earthquake, adapting its search accordingly. [43:03] FAQ 1. What is the main difference between RAG and Agentic RAG? Standard RAG is a single-step retrieval [18:12]. Agentic RAG is an iterative process that can search multiple times and use reasoning to refine its answers [27:50]. 2. Does Agentic RAG reduce hallucinations? Yes. Because agents have a self-correction mechanism, they can detect irrelevant results and reformulate their search strategy before presenting an answer. [40:51] 3. What tools do AI agents use in this workflow? Agents can use various tools such as Wikipedia APIs, Google Search (Tavly), calculators, or code interpreters to supplement their knowledge. [50:35] 4. Can I use my existing SQL database for RAG? While SQL is fine for storage, LLMs require data to be converted into "embeddings" (numerical vectors) to understand context and similarity. [56:30] AgileFever is a globally recognized, ISO-certified EdTech leader dedicated to closing the gap between current talent and industry demands. In a market that moves at the speed of light, AgileFever provides live, career-defining training in enterprise-ready technologies like Agentic AI, SAFe, and MLOps. We don't just teach theory; we build "future-ready" professionals who are prepared to deliver value from Day 1. 🌟 Why "AgileFever"? Agile: Our focus on adaptability and speed—the pillars of modern excellence. Fever: The intense passion that drives our learners to stay ahead of the tech curve. 🚀 Our Core Pillars of Success We focus on the three areas that matter most for your career trajectory: 1. Global Certifications: We partner with the best, including Kanban University, SAFe, Scrum Alliance, PMI, and ICAgile. 2. Industry-Led Bootcamps: Project-based learning in Generative AI, Agentic AI, and Data Science designed by academic and industry experts. 3. Career Acceleration: We don't stop at the certificate. We provide personalized coaching, mock interviews, and portfolio development to help you land high-impact roles. 🎓 Explore Our Training Catalogue (200+ Courses) All our courses are 100% live and supported by expert mentors. AI BootCamps - https://agilefever.com/bootcamps/ AI & Data Science - https://agilefever.com/data-science/ Generative AI - https://agilefever.com/generative-ai/ Agnetic AI - https://agilefever.com/artificial-int... Kanban - https://agilefever.com/kanban/ SAFe - https://agilefever.com/agile/ PM - https://agilefever.com/project-manage... QM - https://agilefever.com/quality-manage... DevOps - https://agilefever.com/devops/ ICAgile - https://agilefever.com/icagile/ Technical - https://agilefever.com/technical/ 🌐 Join 25,000+ Professionals Stay updated with the latest in tech and project management: Website: https://agilefever.com/ Facebook:   / agilefever   LinkedIn:   / agilefever-b610461bb   Instagram: https://instagram.com/theagilefever?i... Twitter:   / agilefever   Ready to bridge the talent gap? In conclusion, AgileFever is your strategic partner for long-term career growth. Let’s build something future-ready together. 📧 Contact us: training@agilefever.com 👉 Subscribe for more insights:    / @agilefever6880