diff --git a/_data/page_community_datafile.json b/_data/page_community_datafile.json
index 0ddbb8268..22283aea7 100644
--- a/_data/page_community_datafile.json
+++ b/_data/page_community_datafile.json
@@ -141,9 +141,9 @@
                             "URL": "https://events.linuxfoundation.org/opensearchcon-india/"
                         },
                         {
-                            "Name": "North America | TBD",
-                            "ClassValue": "grayedOut-no-link",
-                            "URL": "#"
+                            "Name": "North America - September 8 - 10, San Jose, CA",
+                            "ClassValue": "community-active-link",
+                            "URL": "https://events.linuxfoundation.org/opensearchcon-north-america/"
                         },
                         {
                             "Name": "China | TBD",
@@ -179,7 +179,7 @@
                         },
                         {
                             "Name" : "Become a Solutions Provider",
-                            "URL": "/https://github.com/opensearch-project/project-website/issues/new?template=solutionsProvider_add_new_solutionsProvider.yml/",
+                            "URL": "https://github.com/opensearch-project/project-website/issues/new?template=solutionsProvider_add_new_solutionsProvider.yml",
                             "IconPath": "/assets/img/iconography/OpenSearch-Providers-Icon.png",
                             "card_ClassValue" : "card_bottomBorder_blue",
                             "ClassValue": "icon-homepage-community-socialLink"
@@ -187,7 +187,7 @@
                         {
                             "Name": "Write a blog post",
                             "IconPath": "/assets/img/iconography/OpenSearch-Blog-Icon.png",
-                            "URL": "/blog/",
+                            "URL": "https://github.com/opensearch-project/project-website/issues/new?template=blog_post.yml",
                             "ClassValue": "icon-homepage-community-withSurroundingCircle",
                             "card_ClassValue" : "card_bottomBorder_purple"
                         }
diff --git a/_posts/2025-01-28-OpenSearch-Now-Supports-DeepSeek-Chat-Models.md b/_posts/2025-01-28-OpenSearch-Now-Supports-DeepSeek-Chat-Models.md
index 862614964..6f0b8c292 100644
--- a/_posts/2025-01-28-OpenSearch-Now-Supports-DeepSeek-Chat-Models.md
+++ b/_posts/2025-01-28-OpenSearch-Now-Supports-DeepSeek-Chat-Models.md
@@ -259,6 +259,13 @@ The response contains the model output:
   }
 }
 ```
+## Tutorials
+
+The following tutorials guide you through integrating RAG in OpenSearch with the [DeepSeek chat model](https://api-docs.deepseek.com/api/create-chat-completion) and [DeepSeek R1 model](https://huggingface.co/deepseek-ai/DeepSeek-R1):
+
+- [OpenSearch + DeepSeek Chat Service API](https://github.com/opensearch-project/ml-commons/blob/main/docs/tutorials/aws/RAG_with_DeepSeek_Chat_model.md)
+- [OpenSearch + DeepSeek R1 on Amazon Bedrock](https://github.com/opensearch-project/ml-commons/blob/main/docs/tutorials/aws/RAG_with_DeepSeek_R1_model_on_Bedrock.md)
+- [OpenSearch + DeepSeek R1 on Amazon SageMaker](https://github.com/opensearch-project/ml-commons/blob/main/docs/tutorials/aws/RAG_with_DeepSeek_R1_model_on_Sagemaker.md)
 
 ## Wrapping up