LLM applications can benefit from Retrieval-Augmented Generation (RAG) in a similar way that humans benefit from search engines like Google. Therefore, I believe RAG cannot be replaced by prompts or fine-tuning.

https://myscale.com/blog/prompt-engineering-vs-finetuning-vs...