remove or change links

sdgilley · sdgilley · commit f2738673dafa · 2025-08-05T09:33:34.000-05:00
diff --git a/articles/ai-foundry/how-to/costs-plan-manage.md b/articles/ai-foundry/how-to/costs-plan-manage.md
@@ -59,7 +59,7 @@ When you create resources for a hub, resources for other Azure services are also
 | --- | --- | 
 | [Azure AI services](https://azure.microsoft.com/pricing/details/cognitive-services/) | You pay to use services such as Azure OpenAI, Speech, Content Safety, Vision, Document Intelligence, and Language. Costs vary for each service and for some features within each service. For more information about provisioning of Azure AI services, see [Azure AI Foundry hubs](../concepts/ai-resources.md).| 
 | [Azure AI Search](https://azure.microsoft.com/pricing/details/search/) | An example use case is to store data in a [vector search index](./index-add.md). |
-| [Azure Machine Learning](https://azure.microsoft.com/pricing/details/machine-learning/) | Compute instances are needed to run [Visual Studio Code (Web or Desktop)](./develop/vscode.md) and [prompt flow](./prompt-flow.md) via Azure AI Foundry.<br/><br/>When you create a compute instance, the virtual machine (VM) stays on so it's available for your work.<br/><br/>Enable idle shutdown to save on cost when the VM is idle for a specified time period.<br/><br/>Or set up a schedule to automatically start and stop the compute instance to save cost when you aren't planning to use it. | 
+| [Azure Machine Learning](https://azure.microsoft.com/pricing/details/machine-learning/) | Compute instances are needed to run [prompt flow](./prompt-flow.md) via Azure AI Foundry.<br/><br/>When you create a compute instance, the virtual machine (VM) stays on so it's available for your work.<br/><br/>Enable idle shutdown to save on cost when the VM is idle for a specified time period.<br/><br/>Or set up a schedule to automatically start and stop the compute instance to save cost when you aren't planning to use it. | 
 | [Azure Virtual Machine](https://azure.microsoft.com/pricing/details/virtual-machines/) | Azure Virtual Machines gives you the flexibility of virtualization for a wide range of computing solutions with support for Linux, Windows Server, SQL Server, Oracle, IBM, SAP, and more. |
 | [Azure Container Registry Basic account](https://azure.microsoft.com/pricing/details/container-registry) | Provides storage of private Docker container images, enabling fast, scalable retrieval, and network-close deployment of container workloads on Azure. |
 | [Azure Blob Storage](https://azure.microsoft.com/pricing/details/storage/blobs/) | Can be used to store Azure AI Foundry project files. |
diff --git a/articles/ai-foundry/how-to/create-manage-compute.md b/articles/ai-foundry/how-to/create-manage-compute.md
@@ -68,7 +68,7 @@ To create a compute instance in Azure AI Foundry portal:
     :::image type="content" source="../media/compute/compute-scheduling.png" alt-text="Screenshot of the option to enable idle shutdown and create a schedule." lightbox="../media/compute/compute-scheduling.png":::
 
     > [!IMPORTANT]
-    > The compute can't be idle if you have [prompt flow compute sessions](./create-manage-compute-session.md) in **Running** status on the compute. Delete any active compute sessions so the compute instance can be eligible for idle shutdown. You also can't have any active [VS Code (Web)](./develop/vscode.md) sessions hosted on the compute instance.
+    > The compute can't be idle if you have [prompt flow compute sessions](./create-manage-compute-session.md) in **Running** status on the compute. Delete any active compute sessions so the compute instance can be eligible for idle shutdown. 
 
 1. You can update the schedule days and times to meet your needs. You can add additional schedules. For example, create a schedule to start at 9 AM and stop at 6 PM from Monday-Thursday, and a second schedule to start at 9 AM and stop at 4 PM for Friday. You can create a total of four schedules per compute instance.
 
@@ -103,7 +103,7 @@ To configure idle shutdown for an existing compute instance follow these steps:
     :::image type="content" source="../media/compute/compute-schedule-update.png" alt-text="Screenshot of the option to change the idle shutdown schedule for a compute instance." lightbox="../media/compute/compute-schedule-update.png":::
 
     > [!IMPORTANT]
-    > The compute won't be idle if you have a [prompt flow compute session](./create-manage-compute-session.md) in **Running** status on the compute. You need to delete any active compute sessions to make the compute instance eligible for idle shutdown. You also can't have any active [VS Code (Web)](./develop/vscode.md) sessions hosted on the compute instance.
+    > The compute won't be idle if you have a [prompt flow compute session](./create-manage-compute-session.md) in **Running** status on the compute. You need to delete any active compute sessions to make the compute instance eligible for idle shutdown. 
 
 1. Update or add to the schedule. You can have a total of four schedules per compute instance. Then select **Update** to save your changes.
 
diff --git a/articles/ai-foundry/how-to/develop/connections-add-sdk.md b/articles/ai-foundry/how-to/develop/connections-add-sdk.md
@@ -320,5 +320,5 @@ ml_client.connections.delete(name)
 ## Related content
 
 - [Get started building a chat app using the prompt flow SDK](../../quickstarts/get-started-code.md)
-- [Work with projects in VS Code](vscode.md)
+- [Work with the Azure AI Foundry for Visual Studio Code extension (Preview)](get-started-projects-vs-code.md)
 
diff --git a/articles/ai-foundry/how-to/develop/create-hub-project-sdk.md b/articles/ai-foundry/how-to/develop/create-hub-project-sdk.md
@@ -187,5 +187,5 @@ az ml workspace create --kind hub --resource-group {my_resource_group} --name {m
 ## Related content
 
 - [Get started building a chat app using the prompt flow SDK](../../quickstarts/get-started-code.md)
-- [Work with projects in Visual Studio Code](vscode.md)
+- [Work with the Azure AI Foundry for Visual Studio Code extension (Preview)](get-started-projects-vs-code.md)
 - [Configure a managed network](../configure-managed-network.md?tabs=python)
diff --git a/articles/ai-foundry/how-to/develop/trace-production-sdk.md b/articles/ai-foundry/how-to/develop/trace-production-sdk.md
@@ -175,4 +175,4 @@ In some cases, you might want to export the trace data to your deployed OpenTele
 ## Related content
 
 - [Get started building a chat app by using the prompt flow SDK](../../quickstarts/get-started-code.md)
-- [Work with projects in Visual Studio Code](vscode.md)
+- [Work with the Azure AI Foundry for Visual Studio Code extension (Preview)](get-started-projects-vs-code.md)
