2025_07 - Fix monthly broken links

Author: Albertyang0

articles/search/hybrid-search-how-to-query.md

@@ -50,7 +50,7 @@ In this article, learn how to:
 
 1. Under **View**, select **JSON view** so that you can paste in a vector query. 
 
-1. Replace the default query template with a hybrid query, such as the "Run a hybrid query" example starting on line 539 in the [vector quickstart](https://raw.githubusercontent.com/Azure-Samples/azure-search-rest-samples/refs/heads/main/Quickstart-vectors/az-search-vector-quickstart.rest). For brevity, the vector is truncated in this article. 
+1. Replace the default query template with a hybrid query, such as the "Run a hybrid query" example starting on line 539 in the [vector quickstart](https://github.com/Azure-Samples/cognitive-services-REST-api-samples). For brevity, the vector is truncated in this article. 
 
    A hybrid query has a text query specified in `search`, and a vector query specified under `vectorQueries.vector`.
 

articles/search/search-agentic-retrieval-concept.md

@@ -152,7 +152,7 @@ Choose any of these options for your next step.
 
   + [Quickstart-Agentic-Retrieval: Python](https://github.com/Azure-Samples/azure-search-python-samples/tree/main/Quickstart-Agentic-Retrieval)
   + [Quickstart-Agentic-Retrieval: .NET](https://github.com/Azure-Samples/azure-search-dotnet-samples/blob/main/quickstart-agentic-retrieval)
-  + [Quickstart-Agentic-Retrieval: REST](https://github.com/Azure-Samples/azure-search-rest-samples/tree/main/agentic-retrieval)
+  + [Quickstart-Agentic-Retrieval: REST](https://github.com/Azure-Samples/azure-search-rest-samples/tree/main/Quickstart-agentic-retrieval)
   + [End-to-end with Azure AI Search and Azure AI Agent Service](https://github.com/Azure-Samples/azure-search-python-samples/tree/main/agentic-retrieval-pipeline-example)
 
 + How-to guides for a focused look at development tasks: