diff --git a/llm_apps_with_memory_tutorials/local_chatgpt_with_memory/README.md b/llm_apps_with_memory_tutorials/local_chatgpt_with_memory/README.md
index 7f09853..1a1a597 100644
--- a/llm_apps_with_memory_tutorials/local_chatgpt_with_memory/README.md
+++ b/llm_apps_with_memory_tutorials/local_chatgpt_with_memory/README.md
@@ -22,7 +22,7 @@ cd rag_tutorials/local_rag_agent
 pip install -r requirements.txt
 ```
 
-3. Install and start [Qdrant](https://qdrant.tech/) vector database locally
+3. Install and start [Qdrant](https://qdrant.tech/documentation/guides/installation/) vector database locally
 
 ```bash
 docker pull qdrant/qdrant