diff --git a/demos/guru_scripts/docker/tutorial/4.x/VectorSearch.md b/demos/guru_scripts/docker/tutorial/4.x/VectorSearch.md
index c3471e2c..ee910d9e 100644
--- a/demos/guru_scripts/docker/tutorial/4.x/VectorSearch.md
+++ b/demos/guru_scripts/docker/tutorial/4.x/VectorSearch.md
@@ -45,7 +45,7 @@ Follow [Docker setup ](https://github.com/tigergraph/ecosys/blob/master/demos/gu
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 # Setup Schema 
-Locate [ddl.gsql](https://raw.githubusercontent.com/tigergraph/ecosys/master/demos/guru_scripts/docker/tutorial/4.x/vector/ddl.gsql) under `/home/tigergraph/tutorial/4.x/vector` or copy it to your container. 
+Locate [ddl.gsql](https://raw.githubusercontent.com/tigergraph/ecosys/master/demos/guru_s/docker/tutorial/4.x/vector/ddl.gsql) under `/home/tigergraph/tutorial/4.x/vector` or copy it to your container. 
 Next, run the following in your container's bash command line. 
 ```
 gsql ddl.gsql
@@ -59,12 +59,12 @@ You can choose one of the following methods.
 
 - Load sample data from our publicly accessible s3 bucket 
   
-  Locate [load.gsql](https://raw.githubusercontent.com/tigergraph/ecosys/master/demos/guru_scripts/docker/tutorial/4.x/vector/load.gsql) under `/home/tigergraph/tutorial/4.x/vector` or copy it to your container. 
+  Locate [load.gsql](https://raw.githubusercontent.com/tigergraph/ecosys/master/demos/guru_s/docker/tutorial/4.x/vector/load.gsql) under `/home/tigergraph/tutorial/4.x/vector` or copy it to your container. 
   Next, run the following in your container's bash command line. 
   ```
   gsql load.gsql
   ```
-  or in GSQL Shell editor, copy the content of [load.gsql](https://raw.githubusercontent.com/tigergraph/ecosys/master/demos/guru_scripts/docker/tutorial/4.x/script/load.gsql), and paste it into the GSQL shell editor to run.
+  or in GSQL Shell editor, copy the content of [load.gsql](https://raw.githubusercontent.com/tigergraph/ecosys/master/demos/guru_s/docker/tutorial/4.x/vector/load.gsql), and paste it into the GSQL shell editor to run.
   
 - Load from local file in your container
   - Locate the following data files under `/home/tigergraph/tutorial/4.x/data` or copy them to your container:
@@ -77,11 +77,11 @@ You can choose one of the following methods.
     - [account_emb.csv](https://raw.githubusercontent.com/tigergraph/ecosys/master/demos/guru_scripts/docker/tutorial/4.x/data/account_emb.csv)
     - [phone_emb.csv](https://raw.githubusercontent.com/tigergraph/ecosys/master/demos/guru_scripts/docker/tutorial/4.x/data/phone_emb.csv)
 
-  - Locate [load2.gsql](https://raw.githubusercontent.com/tigergraph/ecosys/master/demos/guru_scripts/docker/tutorial/4.x/script/load2.gsql) under `/home/tigergraph/tutorial/4.x/vector` or copy it to your container. Modify the script with your local file path if necessary. Next, run the following in your container's bash command line. 
+  - Locate [load2.gsql](https://raw.githubusercontent.com/tigergraph/ecosys/master/demos/guru_scripts/docker/tutorial/4.x/vector/load2.gsql) under `/home/tigergraph/tutorial/4.x/vector` or copy it to your container. Modify the script with your local file path if necessary. Next, run the following in your container's bash command line. 
     ```
     gsql load2.gsql
     ``` 
-    or in GSQL Shell editor, copy the content of [load2.gsql](https://raw.githubusercontent.com/tigergraph/ecosys/master/demos/guru_scripts/docker/tutorial/4.x/script/load2.gsql), and paste in GSQL shell editor to run.
+    or in GSQL Shell editor, copy the content of [load2.gsql](https://raw.githubusercontent.com/tigergraph/ecosys/master/demos/guru_scripts/docker/tutorial/4.x/vector/load2.gsql), and paste in GSQL shell editor to run.
     
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