diff --git a/README.md b/README.md
index 538299e..ad69843 100644
--- a/README.md
+++ b/README.md
@@ -46,10 +46,9 @@ Join us in shaping the future of investment insights and making a meaningful imp
 
 
 
-## Two things:
-1. The newsletter now has a dedicated website [ML-Quant](https://www.ml-quant.com/) see a screenshot of the website below. https://www.ml-quant.com/
-
-![image](https://user-images.githubusercontent.com/26666267/145840123-bc077dd0-0980-439a-824b-9c09a5f779de.png)
+## So what is [ML-Quant.com](https://ml-quant.com):
+It is our firehose of daily research, serving as an internal knowledge base and client resource while also acting as a marketing channel to showcase our expertise and attract potential clients in the machine learning and quantitative finance space.
+![Screenshot 2024-10-04 at 08-30-53 ML-Quant - Machine Learning and Quantitative Finance](https://github.com/user-attachments/assets/37911503-1277-4eec-b856-bb801ca9b45b)