Comment by elliotto

It depends on your use case and scale.

If you have a million records of unstructured text (very common, maybe website scrapes of product descriptions, user reviews, etc) you want to be doing an embedding search on these to get the most relevant docs.

If you have a hundred .py files than you want your agent to navigate through these with a grep tool