diff --git a/README.md b/README.md
index 19ae0aae6..6d8496100 100644
--- a/README.md
+++ b/README.md
@@ -74,8 +74,10 @@ AI Applications and RAGs - Cognitive Architecture, Testability, Production Ready
 
 This repo is built to test and evolve RAG architecture, inspired by human cognitive processes, using Python. 
 It's aims to be production ready, testable, and give great visibility in how we build RAG applications.
-It runs in iterations, from POC towards production ready code.
-To read more about the approach and details on cognitive architecture, see the blog post: [AI Applications and RAGs - Cognitive Architecture, Testability, Production Ready Apps](https://topoteretes.notion.site/Going-beyond-Langchain-Weaviate-and-towards-a-production-ready-modern-data-platform-7351d77a1eba40aab4394c24bef3a278?pvs=4)
+It runs in iterations, from POC towards production ready code.  
+
+To read more about the approach and details on cognitive architecture, see the blog post: [AI Applications and RAGs - Cognitive Architecture, Testability, Production Ready Apps](https://topoteretes.notion.site/Going-beyond-Langchain-Weaviate-and-towards-a-production-ready-modern-data-platform-7351d77a1eba40aab4394c24bef3a278?pvs=4)  
+
 Try it on Whatsapp with one of our partners Keepi.ai by typing /save {content} followed by /query {content}
 
 
@@ -88,7 +90,7 @@ Use the graph to answer user queries and store new information in the graph.
 
 
 
-![Image](https://github.com/topoteretes/PromethAI-Memory/blob/main/level_4/User_graph.png)
+![Image](https://github.com/topoteretes/PromethAI-Memory/blob/main/assets/img.png)
 
 
 ### Installation
diff --git a/api.py b/api.py
index 9e0181276..c4e24e13b 100644
--- a/api.py
+++ b/api.py
@@ -301,7 +301,6 @@ async def attach_user_to_public_memory(payload: Payload):
     except Exception as e:
         raise HTTPException(status_code=500, detail=str(e))
 
-
 @app.post("/unlink-user-from-public-memory")
 async def unlink_user_from_public_memory(payload: Payload):
     try:
diff --git a/assets/img.png b/assets/img.png
new file mode 100644
index 000000000..7d455a118
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