Three Practical Challenges of RAG and Their Mitigation Ideas

Strategies for Overcoming Obstacles in Real-World RAG Projects

RAG(Retrieval-Augmented Generation) is a complex field but relatively easy to get started with. We can implement a simple RAG function by writing a few lines of code using Langchain or LlamaIndex. However, only through in-depth practice can one realize that doing RAG well is very difficult because it involves many detailed challenges.

This article will mainly discuss three practical challenges of RAG and the corresponding mitigation ideas.