LangGraph
-
Build a Local Agentic RAG System Tutorial
Read Full Article: Build a Local Agentic RAG System Tutorial
The tutorial provides a comprehensive guide on building a fully local Agentic RAG system, eliminating the need for APIs, cloud services, or hidden costs. It covers the entire pipeline, including often overlooked aspects such as PDF to Markdown ingestion, hierarchical chunking, hybrid retrieval, and the use of Qdrant for vector storage. Additional features include query rewriting with human-in-the-loop, context summarization, and multi-agent map-reduce with LangGraph, all demonstrated through a simple Gradio user interface. This resource is particularly valuable for those who prefer hands-on learning to understand Agentic RAG systems beyond theoretical knowledge.
Popular AI Topics
machine learning AI advancements AI models AI tools AI development AI Integration AI technology AI innovation AI applications open source AI efficiency AI ethics AI systems Python AI performance Innovation AI limitations AI reliability Nvidia AI capabilities AI agents AI safety LLMs user experience AI interaction