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 e42759f71..7fe1e64f3 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
@@ -260,10 +260,10 @@ The response contains the model output:
 }
 ```
 ## Tutorials
-Following are the tutorials for integrating retrieval-augmented generation (RAG) in Amazon OpenSearch with [DeepSeek Chat Model](https://api-docs.deepseek.com/api/create-chat-completion) and [DeepSeek R1 Model](https://huggingface.co/deepseek-ai/DeepSeek-R1):
+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 Service API](https://github.com/opensearch-project/ml-commons/blob/main/docs/tutorials/aws/RAG_with_DeepSeek_Chat_model.md)
-- [OpenSearch + DeepSeek on Bedrock](https://github.com/opensearch-project/ml-commons/blob/main/docs/tutorials/aws/RAG_with_DeepSeek_R1_model_on_Bedrock.md)
-- [OpenSearch + DeepSeek on Sagemaker](https://github.com/opensearch-project/ml-commons/blob/main/docs/tutorials/aws/RAG_with_DeepSeek_R1_model_on_Sagemaker.md)
+- [OpenSearch + DeepSeek 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 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