RAG Technology
All HubsRAG Technology Center
Master Retrieval-Augmented Generation (RAG) technology, from fundamental concepts to production practices
Interactive Tools
RAG Chunk Lab - Optimize Your Chunking Strategy
Interactive tool to experiment with different chunking strategies, visualize results, and find the optimal configuration for your RAG pipeline
Estimate RAG API Cost - Token Calculator
Calculate and compare token costs for RAG systems across 210+ LLM models. Estimate retrieval, generation, and total API costs for your RAG pipeline
Fundamentals
Document Chunking for RAG: A Practical Guide
Master document chunking strategies from fixed-size to semantic chunking. Complete with Python code examples and real-world implementation advice
What is Agentic RAG? A Complete Guide
Deep dive into Agentic RAG concepts and learn how to build adaptive intelligent retrieval-augmented systems
GraphRAG's Workflow
Understand GraphRAG workflow in detail, learn how to transform data into knowledge graphs for intelligent search
What is Context Engineering to Improve LLM
Explore how context engineering enhances RAG system performance and master key techniques for optimizing LLM output
Evaluation & Benchmarks
Practical Implementation
Related Articles
Curated Resources
LangChain Official Documentation
One of the most popular RAG frameworks with rich tools and integrations
LlamaIndex Guide
Data framework focused on RAG applications with powerful indexing and querying capabilities
Haystack Framework
End-to-end NLP framework particularly suitable for building production-grade RAG systems