Retrieval Augmented Generation (RAG) Debugging

Running into a number of edge-cases, errors and unreliability issues when using Retrieval Augmented Generation (RAG)? I look into some of the challenges and pragmatic solutions one could use.

RAG Debugging 101: See link to Working Document on RAG Debugging.

Running into a number of edge-cases, errors and unreliability issues when using Retrieval Augmented Generation (RAG)?

In "RAG Debugging 101", I look into some of the challenges and pragmatic solutions for debugging RAG systems.

I wrote this very short piece to shed light on the pain points developers encounter when building and pushing RAG products to production.

This guide provides a toolkit to tackle debugging. From bad queries to hallucinations, it's tailored to anyone vested in creating reliable tools for customers.

I am trying something new by having live documents in Google Document for others to contribute to this repository, and to keep building on top of it over time.

Source: LlamaIndex

RAG Debugging 101: See link to Working Document on RAG Debugging.