diff --git a/content/develop/get-started/vector-database.md b/content/develop/get-started/vector-database.md
index fea1bc77e6..6e5e9e5b85 100644
--- a/content/develop/get-started/vector-database.md
+++ b/content/develop/get-started/vector-database.md
@@ -279,9 +279,9 @@ From the description, this bike is an excellent match for younger children, and
 
 1. You can learn more about the query options, such as filters and vector range queries, by reading the [vector reference documentation]({{< relref "/develop/interact/search-and-query/advanced-concepts/vectors" >}}).
 2. The complete [Redis Query Engine documentation]({{< relref "/develop/interact/search-and-query/" >}}) might be interesting for you.
-3. If you want to follow the code examples more interactively, then you can use the [Jupyter notebook](https://github.com/RedisVentures/redis-vss-getting-started/blob/main/vector_similarity_with_redis.ipynb) that inspired this quick start guide.
+3. If you want to follow the code examples more interactively, then you can use the [Jupyter notebook](https://github.com/redis-developer/redis-ai-resources/blob/main/python-recipes/vector-search/00_redispy.ipynb) that inspired this quick start guide.
 4. If you want to see more advanced examples of a Redis vector database in action, visit the [Redis AI Resources](https://github.com/redis-developer/redis-ai-resources) page on GitHub.
 
 ## Continue learning with Redis University
 
-{{< university-links >}}
\ No newline at end of file
+{{< university-links >}}
diff --git a/content/integrate/amazon-bedrock/_index.md b/content/integrate/amazon-bedrock/_index.md
index 2bab818933..97657767bf 100644
--- a/content/integrate/amazon-bedrock/_index.md
+++ b/content/integrate/amazon-bedrock/_index.md
@@ -36,4 +36,4 @@ To fully set up Bedrock with Redis Cloud, you will need to do the following:
 ## More info
 
 - [Amazon Bedrock integration blog post](https://redis.io/blog/amazon-bedrock-integration-with-redis-enterprise/)
-- [Detailed steps](https://github.com/RedisVentures/aws-redis-bedrock-stack/blob/main/README.md)
+- [Detailed steps](https://github.com/redis-applied-ai/aws-redis-bedrock-stack/blob/main/README.md)