fix broken links (#52951)

gewarren · web-flow · commit 164cf733b96b · 2026-04-09T09:59:58.000-04:00
diff --git a/docs/ai/get-started-app-chat-template.md b/docs/ai/get-started-app-chat-template.md
@@ -15,19 +15,19 @@ This article shows you how to deploy and run the [Chat with your own data sample
 
 In this article, you:
 
-- Deploy a chat app to Azure.
-- Get answers about employee benefits.
-- Change settings to change behavior of responses.
+* Deploy a chat app to Azure.
+* Get answers about employee benefits.
+* Change settings to change behavior of responses.
 
 Once you complete this procedure, start modifying the new project with your custom code.
 
 This article is part of a collection of articles that show you how to build a chat app using Azure OpenAI service and Azure AI Search.
 
 Other articles in the collection include:
 
-- [Python](/azure/developer/python/get-started-app-chat-template)
-- [JavaScript](/azure/developer/javascript/get-started-app-chat-template)
-- [Java](/azure/developer/java/quickstarts/get-started-app-chat-template)
+* [Python](/azure/developer/python/get-started-app-chat-template)
+* [JavaScript](/azure/developer/javascript/get-started-app-chat-template)
+* [Java](/azure/developer/java/quickstarts/get-started-app-chat-template)
 
 ## Architectural overview
 
@@ -37,10 +37,10 @@ The architecture of the chat app is shown in the following diagram:
 
 :::image type="content" source="./media/get-started-app-chat-template/simple-architecture-diagram.png" lightbox="./media/get-started-app-chat-template/simple-architecture-diagram.png" alt-text="Diagram showing architecture from client to backend app.":::
 
-- **User interface** - The application's chat interface is a [Blazor WebAssembly](/aspnet/core/blazor/) application. This interface is what accepts user queries, routes request to the application backend, and displays generated responses.
-- **Backend** - The application backend is an [ASP.NET Core Minimal API](/aspnet/core/fundamentals/minimal-apis/overview). The backend hosts the Blazor static web application and is what orchestrates the interactions among the different services. Services used in this application include:
-  - [**Azure AI Search**](/azure/search/search-what-is-azure-search) – Indexes documents from the data stored in an Azure Storage Account. This makes the documents searchable using [vector search](/azure/search/search-get-started-vector) capabilities.
-  - [**Azure OpenAI Service**](/azure/ai-services/openai/overview) – Provides the Large Language Models (LLM) to generate responses. [Microsoft Agent Framework](/agent-framework/overview/agent-framework-overview) is used in conjunction with the Azure OpenAI Service to orchestrate the more complex AI workflows.
+* **User interface** - The application's chat interface is a [Blazor WebAssembly](/aspnet/core/blazor/) application. This interface is what accepts user queries, routes requests to the application backend, and displays generated responses.
+* **Backend** - The application backend is an [ASP.NET Core Minimal API](/aspnet/core/fundamentals/minimal-apis/overview). The backend hosts the Blazor static web application and is what orchestrates the interactions among the different services. Services used in this application include:
+  * [**Azure AI Search**](/azure/search/search-what-is-azure-search) – Indexes documents from the data stored in an Azure Storage Account. This makes the documents searchable using [vector search](/azure/search/search-get-started-vector) capabilities.
+  * [**Azure OpenAI Service**](/azure/ai-services/openai/overview) – Provides the Large Language Models (LLM) to generate responses. [Microsoft Agent Framework](/agent-framework/overview/agent-framework-overview) is used in conjunction with the Azure OpenAI Service to orchestrate the more complex AI workflows.
 
 ## Cost
 
@@ -279,8 +279,8 @@ If your issue isn't addressed, log your issue to the repository's [Issues](https
 
 ## Next steps
 
-- [Get the source code for the sample used in this article](https://github.com/Azure-Samples/azure-search-openai-demo-csharp)
-- [Build a chat app with Azure OpenAI](https://aka.ms/azai/chat) best practice solution architecture
-- [Access control in Generative AI Apps with Azure AI Search](https://techcommunity.microsoft.com/t5/azure-ai-services-blog/access-control-in-generative-ai-applications-with-azure/ba-p/3956408)
-- [Build an Enterprise ready OpenAI solution with Azure API Management](https://techcommunity.microsoft.com/t5/apps-on-azure-blog/build-an-enterprise-ready-azure-openai-solution-with-azure-api/bc-p/3935407)
-- [Outperforming vector search with hybrid retrieval and ranking capabilities](https://techcommunity.microsoft.com/t5/azure-ai-services-blog/azure-cognitive-search-outperforming-vector-search-with-hybrid/ba-p/3929167)
+* [Get the source code for the sample used in this article](https://github.com/Azure-Samples/azure-search-openai-demo-csharp)
+* [Build a chat app with Azure OpenAI](https://aka.ms/azai/chat) best practice solution architecture
+* [Access control in Generative AI Apps with Azure AI Search](https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/access-control-in-generative-ai-applications-with-azure-ai-search/3956408)
+* [Build an Enterprise ready OpenAI solution with Azure API Management](https://techcommunity.microsoft.com/blog/appsonazureblog/build-an-enterprise-ready-azure-openai-solution-with-azure-api-management/3907562)
+* [Outperforming vector search with hybrid retrieval and ranking capabilities](https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/azure-ai-search-outperforming-vector-search-with-hybrid-retrieval-and-reranking/3929167)
diff --git a/docs/core/testing/index.md b/docs/core/testing/index.md
@@ -30,7 +30,7 @@ A *load test* aims to determine whether or not a system can handle a specified l
 
 ## Test considerations
 
-Keep in mind there are [best practices](unit-testing-best-practices.md) for writing tests. For example, [Test Driven Development (TDD)](https://deviq.com/test-driven-development) is when you write a unit test before the code it's meant to check. TDD is like creating an outline for a book before you write it. The unit test helps developers write simpler, readable, and efficient code.
+Keep in mind there are [best practices](unit-testing-best-practices.md) for writing tests. For example, [Test Driven Development (TDD)](https://deviq.com/practices/test-driven-development/) is when you write a unit test before the code it's meant to check. TDD is like creating an outline for a book before you write it. The unit test helps developers write simpler, readable, and efficient code.
 
 ## Testing tools
 
diff --git a/docs/core/testing/unit-testing-best-practices.md b/docs/core/testing/unit-testing-best-practices.md
@@ -112,7 +112,7 @@ There are several important best practices to follow when writing unit tests. Th
 
 ### Avoid infrastructure dependencies
 
-Try not to introduce dependencies on infrastructure when writing unit tests. The dependencies make the tests slow and brittle and should be reserved for integration tests. You can avoid these dependencies in your application by following the [Explicit Dependencies Principle](https://deviq.com/explicit-dependencies-principle) and by using [.NET dependency injection](../extensions/dependency-injection/overview.md). You can also keep your unit tests in a separate project from your integration tests. This approach ensures your unit test project doesn't have references to or dependencies on infrastructure packages.
+Try not to introduce dependencies on infrastructure when writing unit tests. The dependencies make the tests slow and brittle and should be reserved for integration tests. You can avoid these dependencies in your application by following the [Explicit Dependencies Principle](https://deviq.com/principles/explicit-dependencies-principle/) and by using [.NET dependency injection](../extensions/dependency-injection/overview.md). You can also keep your unit tests in a separate project from your integration tests. This approach ensures your unit test project doesn't have references to or dependencies on infrastructure packages.
 
 ### Follow test naming standards
 
diff --git a/docs/core/whats-new/dotnet-9/libraries.md b/docs/core/whats-new/dotnet-9/libraries.md
@@ -159,7 +159,7 @@ There are some performance improvements during the TLS handshake as well as impr
 
 ### Windows CNG virtualization-based security
 
-Windows 11 has added new APIs to help secure Windows keys with [virtualization-based security (VBS)](https://techcommunity.microsoft.com/t5/windows-it-pro-blog/advancing-key-protection-in-windows-using-vbs/ba-p/4050988). With this new capability, keys can be protected from admin-level key theft attacks with negligible effect on performance, reliability, or scale.
+Windows 11 has added new APIs to help secure Windows keys with [virtualization-based security (VBS)](/windows/security/book/identity-protection-advanced-credential-protection#vbs-key-protection). With this new capability, keys can be protected from admin-level key theft attacks with negligible effect on performance, reliability, and scale.
 
 .NET 9 has added matching <xref:System.Security.Cryptography.CngKeyCreationOptions> flags. The following three flags were added:
 
diff --git a/docs/framework/reflection-and-codedom/dynamic-language-runtime-overview.md b/docs/framework/reflection-and-codedom/dynamic-language-runtime-overview.md
@@ -76,7 +76,7 @@ The DLR uses binders in call sites to communicate not only with .NET, but with o
 
 ## DLR documentation
 
-For more information about how to use the open source version of the DLR to add dynamic behavior to a language, or about how to enable the use of a dynamic language with .NET, see the documentation on the [IronLanguages/dlr](https://github.com/IronLanguages/dlr/tree/main/Docs) repo on GitHub.
+For more information about how to use the open source version of the DLR to add dynamic behavior to a language, or about how to enable the use of a dynamic language with .NET, see the documentation on the [IronLanguages/dlr](https://github.com/IronLanguages/dlr/tree/main/docs) repo on GitHub.
 
 ## See also
 
diff --git a/docs/fundamentals/index.yml b/docs/fundamentals/index.yml
@@ -80,7 +80,7 @@ landingContent:
           - text: .NET on Q&A
             url: /answers/products/dotnet
           - text: .NET tech community forums
-            url: https://techcommunity.microsoft.com/t5/net/ct-p/dotnet
+            url: https://techcommunity.microsoft.com/category/dotnet
       - linkListType: video
         links:
           - text: "Tutorial: Hello World in 10 minutes"
diff --git a/docs/machine-learning/resources/metrics.md b/docs/machine-learning/resources/metrics.md
diff --git a/docs/whats-new/index.yml b/docs/whats-new/index.yml
