Markdown ingestion
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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.
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