Why RAG?

LLM alone

Question → LLM → Answer

RAG

Question
   ↓
Retrieve knowledge
   ↓
LLM + retrieved context
   ↓
Grounded answer

The model has general knowledge.

Our club documents contain specific knowledge.

RAG connects the two.