diff --git a/README.md b/README.md
index 54012b1c8..308e7801d 100644
--- a/README.md
+++ b/README.md
@@ -26,9 +26,10 @@ The rise of this new profession is perhaps signaling the need for a solution tha
 
 To address this issue, [dlthub](https://dlthub.com/) and [prometh.ai](http://prometh.ai/) will collaborate on a productionizing a common use-case, progressing step by step. We will utilize the LLMs, frameworks, and services, refining the code until we attain a clearer understanding of what a modern LLM architecture stack might entail.
 
-## Find more about the problem at [prometh.ai](http://prometh.ai/promethai-memory-blog-post-on)
+## Read more on our blog post [prometh.ai](http://prometh.ai/promethai-memory-blog-post-on)
 
 
 # PromethAI-Memory Repo Structure
 
-The repository is organised in such a way as to showcase
+The repository contains a set of folders that represent the steps in the evolution of the modern data stack from POC towards production
+Level 1 - CMD script to process PDFs