Merge pull request #247630 from HeidiSteen/heidist-js

sample links

Author: prmerger-automator[bot]

articles/search/samples-dotnet.md

@@ -9,7 +9,7 @@ ms.author: heidist
 ms.service: cognitive-search
 ms.custom: devx-track-dotnet
 ms.topic: conceptual
-ms.date: 07/26/2023
+ms.date: 08/02/2023
 ---
 
 # C# samples for Azure Cognitive Search
@@ -82,6 +82,7 @@ The following samples are also published by the Cognitive Search team, but aren'
 
 | Samples | Repository | Description |
 |---------|------------|-------------|
+| [DotNetVectorDemo](https://github.com/Azure/cognitive-search-vector-pr/blob/main/demo-dotnet/readme.md) | [cognitive-search-vector-pr](https://github.com/Azure/cognitive-search-vector-pr) | Calls Azure OpenAI to generate embeddings and Azure Cognitive Search to create, load, and query an index. |
 | [Query multiple services](https://github.com/Azure-Samples/azure-search-dotnet-scale/tree/main/multiple-search-services) |  [azure-search-dotnet-scale](https://github.com/Azure-Samples/azure-search-dotnet-samples) | Issue a single query across multiple search services and combine the results into a single page.  |
 | [Check storage](https://github.com/Azure-Samples/azure-search-dotnet-utilities/blob/main/check-storage-usage/README.md) | [azure-search-dotnet-utilities](https://github.com/Azure-Samples/azure-search-dotnet-utilities) | Invokes an Azure function that checks search service storage on a schedule. |
 | [Export an index](https://github.com/Azure-Samples/azure-search-dotnet-utilities/blob/main/export-data/README.md) | [azure-search-dotnet-utilities](https://github.com/Azure-Samples/azure-search-dotnet-utilities) | C# console app that partitions and export a large index. |

articles/search/whats-new.md

@@ -22,9 +22,9 @@ Learn about the latest updates to Azure Cognitive Search functionality, docs, an
 
 | Item                         | Type |  Description |
 |-----------------------------|------|--------------|
-| [**azure-search-vector-sample.js**](https://github.com/Azure/cognitive-search-vector-pr/blob/main/demo-javascript/code/azure-search-vector-sample.js) | Sample | Uses Node.js and the **@azure/search-documents 12.0.0-beta.2** library in the Azure SDK for JavaScript to generate embeddings, create and load an index, and run several vector queries. |
-| [**DotNetVectorDemo**](https://github.com/Azure/cognitive-search-vector-pr/blob/main/demo-dotnet/readme.md) | Sample | Uses the **Azure.Search.Documents 11.5.0-beta.3** library to generate embeddings, create and load an index, and run several vector queries. |
-| [**azure-search-vector-python-sample.ipynb**](https://github.com/Azure/cognitive-search-vector-pr/blob/main/demo-python/code/azure-search-vector-image-python-sample.ipynb) | Sample | Uses the latest beta release of the **azure.search.documents** library in the Azure SDK for Python to generate embeddings, create and load an index, and run several vector queries. For more vector search Python demos, see [cognitive-search-vector-pr/demo-python](https://github.com/Azure/cognitive-search-vector-pr/blob/main/demo-python). |
+| [**Vector demo (Azure SDK for JavaScript)**](https://github.com/Azure/cognitive-search-vector-pr/blob/main/demo-javascript/code/azure-search-vector-sample.js) | Sample | Uses Node.js and the **@azure/search-documents 12.0.0-beta.2** library in the Azure SDK for JavaScript to generate embeddings, create and load an index, and run several vector queries. |
+| [**Vector demo (Azure SDK for .NET)**](https://github.com/Azure/cognitive-search-vector-pr/blob/main/demo-dotnet/readme.md) | Sample | Uses the **Azure.Search.Documents 11.5.0-beta.3** library to generate embeddings, create and load an index, and run several vector queries. |
+| [**Vector demo (Azure SDK for Python)**](https://github.com/Azure/cognitive-search-vector-pr/blob/main/demo-python/code/azure-search-vector-image-python-sample.ipynb) | Sample | Uses the latest beta release of the **azure.search.documents** library in the Azure SDK for Python to generate embeddings, create and load an index, and run several vector queries. For more vector search Python demos, see [cognitive-search-vector-pr/demo-python](https://github.com/Azure/cognitive-search-vector-pr/blob/main/demo-python). |
 
 ## June 2023