diff --git a/README.md b/README.md
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@@ -6,10 +6,10 @@ this repo. This allows also for a better organisation and commentary. I try to a
 
 ## Vector Databases
 
-[Brief Backgrounder]([vector_database_backgrounder.md](vector_database_backgrounder.md))
+[Brief Backgrounder](vector_database_backgrounder.md)
 
 [Vector DB Comparison](https://vdbs.superlinked.com/) is a very handy site, listing a lot of database and comparing features.
-![Bildschirmfoto 2024-02-26 um 15.39.37.png](images%2FBildschirmfoto%202024-02-26%20um%2015.39.37.png)
+![vectordb_comparison.png](images%2Fvectordb_comparison.png)
 
 
 
diff --git a/images/Bildschirmfoto 2024-02-26 um 15.39.37.png b/images/vectordb_comparison.png
similarity index 100%
rename from images/Bildschirmfoto 2024-02-26 um 15.39.37.png
rename to images/vectordb_comparison.png