diff --git a/README.md b/README.md
index 279a1c5ed..ef37fd157 100644
--- a/README.md
+++ b/README.md
@@ -158,9 +158,7 @@ For more advanced usage, have a look at our <a href="https://docs.cognee.ai"> do
 
 What is AI memory:
 
-
-[<img src="https://img.youtube.com/vi/fI4hDzguN5k/maxresdefault.jpg" width="100%">](https://www.youtube.com/watch?v=fI4hDzguN5k "Learn about cognee: 55")
-
+[Learn about cognee](https://github.com/user-attachments/assets/8b2a0050-5ec4-424c-b417-8269971503f0)
 
 
 ## Code of Conduct
diff --git a/notebooks/data/graphrag b/notebooks/data/graphrag
new file mode 160000
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+Subproject commit 130b84db9270734756d16918e5c86034777140fc