diff --git a/docs/home.md b/docs/home.md
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@@ -49,7 +49,7 @@ Subscribe to be updated when new ones come out & check the blog section.
 - [Enhancing RAG With A Multi-Agent System](https://hub.superlinked.com/enhancing-rag-with-a-multi-agent-system)
 - [Vector Embeddings In The Browser](https://hub.superlinked.com/vector-embeddings-in-the-browser)
 - [Answering Questions with Knowledge Embeddings](https://hub.superlinked.com/answering-questions-with-knowledge-graph-embeddings)
-
+- [Improving RAG performance with Knowledge Graphs](use_cases/knowledge_graphs.md) 
 
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