Merge pull request #6015 from MicrosoftDocs/main

Auto Publish – main to live - 2025-07-14 17:11 UTC

Author: learn-build-service-prod[bot]

articles/ai-foundry/concepts/evaluation-evaluators/azure-openai-graders.md

@@ -31,8 +31,8 @@ from dotenv import load_dotenv
 load_dotenv()
 
 model_config = AzureOpenAIModelConfiguration(
-    azure_endpoint=os.environ["AZURE_ENDPOINT"],
-    api_key=os.environ.get["AZURE_API_KEY"],
+    azure_endpoint=os.environ.get("AZURE_ENDPOINT"),
+    api_key=os.environ.get("AZURE_API_KEY"),
     azure_deployment=os.environ.get("AZURE_DEPLOYMENT_NAME"),
     api_version=os.environ.get("AZURE_API_VERSION"),
 )
@@ -193,7 +193,7 @@ sim_grader_evaluation = evaluate(
         "similarity": sim_grader
     },
 )
-evaluation
+sim_grader_evaluation
 ```
 
 ### Text similarity output

articles/ai-foundry/how-to/disable-local-auth.md

@@ -8,7 +8,7 @@ ms.service: azure-ai-foundry
 ms.custom:
   - ignite-2024
 ms.topic: how-to
-ms.date: 05/09/2025
+ms.date: 07/14/2025
 ms.reviewer: meerakurup
 #customer intent: As an admin, I want to disable shared key access to my resources to improve security.
 ---
@@ -415,4 +415,4 @@ To work with a storage account with disabled shared key access, you might need t
 ## Related content
 
 - [Prevent shared key authorization for an Azure Storage account](/azure/storage/common/shared-key-authorization-prevent)
-- [Create an Azure AI Foundry hub](develop/create-hub-project-sdk.md)
+- [Create an Azure AI Foundry hub](develop/create-hub-project-sdk.md)

articles/ai-foundry/openai/includes/gpt-v-dotnet.md

@@ -100,10 +100,14 @@ To run the quickstart, follow these steps:
     
     var imageUrl = "YOUR_IMAGE_URL";
     
+    var textPart = ChatMessageContentPart.CreateTextPart("Describe this picture:");
+    var imgPart = ChatMessageContentPart.CreateImagePart(imageUrl); 
+
     var chatMessages = new List<ChatMessage>
     {
         new SystemChatMessage("You are a helpful assistant."),
-        new UserChatMessage($"Describe this picture: {imageUrl}")
+        new UserChatMessage(textPart, imgPart)
+
     };
         
     ChatCompletion chatCompletion = await chatClient.CompleteChatAsync(chatMessages);

articles/ai-services/computer-vision/includes/how-to-guides/analyze-image-40-csharp.md

@@ -4,7 +4,7 @@ manager: nitinme
 ms.service: ai-services
 ms.subservice: computer-vision
 ms.topic: include
-ms.date: 08/01/2023
+ms.date: 07/10/2025
 ms.collection: "ce-skilling-fresh-tier2, ce-skilling-ai-copilot"
 ms.update-cycle: 365-days
 ms.author: pafarley
@@ -17,6 +17,13 @@ This guide assumes you've followed the steps mentioned in the [quickstart](/azur
 * You have <a href="https://portal.azure.com/#create/Microsoft.CognitiveServicesComputerVision"  title="Created a Computer Vision resource"  target="_blank">created a Computer Vision resource </a> and obtained a key and endpoint URL.
 * You have the appropriate SDK package installed and you have a running [quickstart](/azure/ai-services/computer-vision/quickstarts-sdk/image-analysis-client-library-40) application. You can modify this quickstart application based on code examples here.
 
+## Add import statements 
+
+Make sure your code file has the following statements:
+
+[!Code-csharp[](~/cognitive-services-quickstart-code/dotnet/ComputerVision/4-0/image-analysis-how-to/Program.cs?name=snippet_imports)]
+
+
 ## Create and authenticate the client
 
 To authenticate against the Image Analysis service, you need a Computer Vision key and endpoint URL. This guide assumes that you've defined the environment variables `VISION_KEY` and `VISION_ENDPOINT` with your key and endpoint.

articles/machine-learning/includes/retiring-vms.md

@@ -18,4 +18,4 @@ ms.author: scottpolly
 >
 > These series retired on August 31, 2024:
 > * [Azure Av1-series](/azure/virtual-machines/av1-series-retirement)
-> * [Azure HB-series](/azure/virtual-machines/hb-series-retirement) 
+> * [Azure HB-series](/azure/virtual-machines/sizes/overview) 

articles/search/cognitive-search-attach-cognitive-services.md

@@ -35,7 +35,7 @@ To attach an Azure AI multi-service resource, you must provide connection inform
 ## Prerequisites
 
 + Connectivity over a public endpoint, unless your search service meets the creation date, tier, and region requirements for private connections to an Azure AI services multi-service resource.
-+ [Azure AI multi-service resource](/azure/ai-services/multi-service-resource) created via the [Azure portal[(https://portal.azure.com) only.
++ [Azure AI multi-service resource](/azure/ai-services/multi-service-resource) created via the [Azure portal](https://portal.azure.com) only.
 
 > [!NOTE]
 > If your Azure AI resource is configured to use a private endpoint, Azure AI Search can connect [using a shared private link](search-indexer-howto-access-private.md) For more information, see the [requirements and limits for using shared private links](search-limits-quotas-capacity.md#shared-private-link-resource-limits).

articles/search/semantic-how-to-enable-scoring-profiles.md

@@ -92,7 +92,7 @@ POST https://{service-name}.search.windows.com/indexes/{index-name}/docs/search?
 }
 ```
 
-The response includes the new `rerankerBoostedScore`, alongside the L1 `@search.score` and the L2 `@search.rerankerSocre`. Results are ordered by `@search.rerankerBoostedScore`.
+The response includes the new `rerankerBoostedScore`, alongside the L1 `@search.score` and the L2 `@search.rerankerScore`. Results are ordered by `@search.rerankerBoostedScore`.
 
 ```json
 {