standardize name with dash

sdgilley · sdgilley · commit 2acf430d13c2 · 2025-08-11T12:28:22.000-05:00
diff --git a/articles/ai-foundry/agents/concepts/model-region-support.md b/articles/ai-foundry/agents/concepts/model-region-support.md
@@ -25,7 +25,7 @@ All deployments can perform the exact same inference operations, however the bil
 Azure AI Foundry Agent Service supports the following Azure OpenAI models in the listed regions.
 
 > [!NOTE]
-> * [Hub based projects](../../what-is-azure-ai-foundry.md#project-types) are limited to the following models: gpt-4o, gpt-4o-mini, gpt-4, gpt-35-turbo
+> * [Hub-based projects](../../what-is-azure-ai-foundry.md#project-types) are limited to the following models: gpt-4o, gpt-4o-mini, gpt-4, gpt-35-turbo
 > * For information on class A subnet support, see the setup guide on [GitHub](https://github.com/azure-ai-foundry/foundry-samples/tree/main/samples/microsoft/infrastructure-setup/15-private-network-standard-agent-setup).
 > * The [file search tool](../how-to/tools/file-search.md) is currently unavailable in the following regions:
 >     * Italy north
diff --git a/articles/ai-foundry/concepts/fine-tuning-overview.md b/articles/ai-foundry/concepts/fine-tuning-overview.md
@@ -96,11 +96,11 @@ To find steps to fine-tuning a model in AI Foundry, see [Fine-tune Models in AI
 
 Now that you know when to use fine-tuning for your use case, you can go to Azure AI Foundry to find models available to fine-tune.
 
-**To fine-tune an AI Foundry model using Serverless** you must have a hub/project in the region where the model is available for fine tuning. See [Region availability for models in serverless API deployment](../how-to/deploy-models-serverless-availability.md) for detailed information on model and region availability, and [How to Create a Hub based project](../how-to/create-projects.md) to create your project.
+**To fine-tune an AI Foundry model using Serverless** you must have a hub/project in the region where the model is available for fine tuning. See [Region availability for models in serverless API deployment](../how-to/deploy-models-serverless-availability.md) for detailed information on model and region availability, and [How to Create a Hub-based project](../how-to/create-projects.md) to create your project.
 
 **To fine-tune an OpenAI model** you can use an Azure OpenAI Resource, a Foundry resource or default project, or a hub/project. GPT 4.1, 4.1-mini and 4.1-nano are available in all regions with Global Training. For regional availability, see [Regional Availability and Limits for Azure OpenAI Fine Tuning](../openai/concepts/models.md). See [Create a project for Azure AI Foundry](../how-to/create-projects.md) for instructions on creating a new project.
 
-**To fine-tune a model using Managed Compute** you must have a hub/project and available VM quota for training and inferencing. See [Fine-tune models using managed compute (preview)](../how-to/fine-tune-managed-compute.md) for more details on how to use managed compute fine tuning, and [How to Create a Hub based project](../how-to/create-projects.md) to create your project.
+**To fine-tune a model using Managed Compute** you must have a hub/project and available VM quota for training and inferencing. See [Fine-tune models using managed compute (preview)](../how-to/fine-tune-managed-compute.md) for more details on how to use managed compute fine tuning, and [How to Create a Hub-based project](../how-to/create-projects.md) to create your project.
 
 
 ## Related content
diff --git a/articles/ai-foundry/concepts/management-center.md b/articles/ai-foundry/concepts/management-center.md
@@ -38,7 +38,7 @@ Use the management center to create and configure [!INCLUDE [FDP](../includes/fd
 For more information, see [Create a [!INCLUDE [fdp-project-name](../includes/fdp-project-name.md)]](../how-to/create-projects.md?pivots=fdp-project)
 
 
-### Manage Azure AI Foundry hubs and hub based projects
+### Manage Azure AI Foundry hubs and hub-based projects
 
 You can also manage [!INCLUDE [hub](../includes/hub-project-name.md)]s from the management center. They're listed in the __All resources__ section, and when selected are displayed in the left menu.
 
diff --git a/articles/ai-foundry/how-to/azure-policy.md b/articles/ai-foundry/how-to/azure-policy.md
@@ -70,7 +70,7 @@ To control who can access your Azure AI Foundry hubs and projects, use [Microsof
 |---|---|---|
 | Azure AI Foundry App | cb2ff863-7f30-4ced-ab89-a00194bcf6d9 | Use to control access to the Azure AI Foundry portal. |
 | Azure Machine Learning Web App | d7304df8-741f-47d3-9bc2-df0e24e2071f | Use to control access to Azure Machine Learning studio. |
-| Azure Machine Learning | 0736f41a-0425-bdb5-1563eff02385 | Use to control direct access to the Azure Machine Learning API. For example, when using the SDK or REST API. Azure AI Foundry hub based projects rely on the Azure Machine Learning API. |
+| Azure Machine Learning | 0736f41a-0425-bdb5-1563eff02385 | Use to control direct access to the Azure Machine Learning API. For example, when using the SDK or REST API. Azure AI Foundry hub-based projects rely on the Azure Machine Learning API. |
 
 ## Configure built-in policies
 
diff --git a/articles/ai-foundry/how-to/connections-add.md b/articles/ai-foundry/how-to/connections-add.md
@@ -2,7 +2,7 @@
 
 title: Add a new connection to your project
 titleSuffix: Azure AI Foundry
-description: Learn how to add a new connection to your hub based or Foundry project.
+description: Learn how to add a new connection to your hub-based or Foundry project.
 ms.service: azure-ai-foundry
 ms.custom:
   - ignite-2023
diff --git a/articles/ai-foundry/how-to/data-add.md b/articles/ai-foundry/how-to/data-add.md
@@ -78,11 +78,11 @@ A Table (`uri_table`) data source type points to a *table* on a storage resource
 
 [!INCLUDE [tip-left-pane](../includes/tip-left-pane.md)]
 
-These steps explain how to add an existing file, folder, or table data resource from Azure Storage to your hub based project workspace in the Azure AI Foundry portal:
+These steps explain how to add an existing file, folder, or table data resource from Azure Storage to your hub-based project workspace in the Azure AI Foundry portal:
 
 1. Navigate to the [Azure AI Foundry](https://ai.azure.com/?cid=learnDocs).
 
-1. Select the hub based project where you want to add the data.
+1. Select the hub-based project where you want to add the data.
 
 1. From the collapsible **My assets** menu on the left, select **Data + indexes**, then select **New data** as shown in this screenshot:
 
@@ -99,7 +99,7 @@ These steps explain how to add an existing file, folder, or table data resource
 
 ## Manage data
 
-After you add data to your hub based project, you can you can delete, archive, restore, tag, archive, and preview the data in the Azure AI Foundry.
+After you add data to your hub-based project, you can you can delete, archive, restore, tag, archive, and preview the data in the Azure AI Foundry.
 
 ### Delete data
 
diff --git a/articles/ai-foundry/how-to/evaluation-azure-devops.md b/articles/ai-foundry/how-to/evaluation-azure-devops.md
@@ -105,7 +105,7 @@ agent-ids: "<your-ai-agent-ids>
 
 ```
 
-# [Hub based project](#tab/hub-project)
+# [Hub-based project](#tab/hub-project)
 
 ```yaml
 
diff --git a/articles/ai-foundry/how-to/evaluation-github-action.md b/articles/ai-foundry/how-to/evaluation-github-action.md
@@ -48,7 +48,7 @@ The input of ai-agent-evals includes:
 
 - `azure-ai-project-endpoint`: The endpoint of the Azure AI project. This is used to connect to your AI project to simulate conversations with each agent, and to connect to the Azure AI evaluation SDK to perform the evaluation.
 
-# [Hub based project](#tab/hub-project)
+# [Hub-based project](#tab/hub-project)
 
 - `azure-aiproject-connection-string`: The connection string of the Azure AI project. This is used to connect to your AI project to simulate conversations with each agent, and to connect to the Azure AI evaluation SDK to perform the evaluation.
 
@@ -140,7 +140,7 @@ jobs:
 
 ```
 
-# [Hub based project](#tab/hub-project)
+# [Hub-based project](#tab/hub-project)
 
 ```YAML
 name: "AI Agent Evaluation"
diff --git a/articles/ai-foundry/how-to/evaluations-storage-account.md b/articles/ai-foundry/how-to/evaluations-storage-account.md
@@ -13,7 +13,7 @@ author: lgayhardt
 # How to create and configure your storage account for use in Azure AI Foundry Projects
 
 > [!IMPORTANT]
-> This guidance only applies to the new Foundry resource based projects, not hub based projects. These steps aren't required for hub based projects.
+> This guidance only applies to the new Foundry resource based projects, not hub-based projects. These steps aren't required for hub-based projects.
 
 When running evaluations with user provided datasets, users must connect a Storage Account to their Azure AI Foundry Resource. This is the storage account that is used to store these datasets. However, providing this connection isn't enough, the project must also be given contributor access to the blob storage to allow read and write access to the storage account. These instructions walk you through how to create the storage account, connect it to your project, and give resource permission.
 
diff --git a/articles/ai-foundry/how-to/migrate-project.md b/articles/ai-foundry/how-to/migrate-project.md
@@ -1,5 +1,5 @@
 ---
-title: Migrate From Hub based to Foundry Projects
+title: Migrate From Hub-based to Foundry Projects
 description: Learn how to migrate from existing hub-based projects to new Azure AI Foundry projects to access the latest platform capabilities, unified workflows, and enhanced governance features.
 author: sdgilley
 ms.topic: how-to
@@ -9,7 +9,7 @@ ms.reviewer: deeikele
 ---
 
 
-# Migrate from hub based to Foundry projects
+# Migrate from hub-based to Foundry projects
 
 This guide helps existing customers with [!INCLUDE [hub-project-name](../includes/hub-project-name.md)]s migrate to the new [!INCLUDE [fdp-project-name](../includes/fdp-project-name.md)]s to access the latest platform capabilities.
 
@@ -53,7 +53,7 @@ New capabilities include:
 
 You'll create new [!INCLUDE [fdp-project-name](../includes/fdp-project-name.md)]s in the AI Foundry models resource from your [!INCLUDE [hub-project-name](../includes/hub-project-name.md)]. This process allows the new projects to access work originally done in the [!INCLUDE [hub-project-name](../includes/hub-project-name.md)].
 
-:::image type="content" source="../media/migrate-project/upgrade.svg" alt-text="Screenshot shows the upgrade path from hub based to Foundry project types.":::
+:::image type="content" source="../media/migrate-project/upgrade.svg" alt-text="Screenshot shows the upgrade path from hub-based to Foundry project types.":::
 
 What can you take forward to the new project type?
 
@@ -204,7 +204,7 @@ Any code agents build using the preview of Agent service require the following u
 
 See the [SDK migration guide](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ai/azure-ai-projects/AGENTS_MIGRATION_GUIDE.md) on how to update your existing code.
 
-## (Optional) Clean up hub based projects
+## (Optional) Clean up hub-based projects
 
 If you no longer require access to your [!INCLUDE [hub-project-name](../includes/hub-project-name.md)]s, delete them from your Azure subscription.
 
diff --git a/articles/ai-foundry/how-to/view-ai-red-teaming-results.md b/articles/ai-foundry/how-to/view-ai-red-teaming-results.md
@@ -20,7 +20,7 @@ After your automated scan is finished running [locally](./develop/run-scans-ai-r
 
 ## View report of each scan
 
-In your Azure AI Foundry project or hub based project, navigate to the **Evaluations** page and select the **AI red teaming** tab to view the comprehensive report with a detailed drill-down of each scan.
+In your Azure AI Foundry project or hub-based project, navigate to the **Evaluations** page and select the **AI red teaming** tab to view the comprehensive report with a detailed drill-down of each scan.
 
 :::image type="content" source="../media/evaluations/red-teaming-agent/ai-red-team.png" alt-text="Screenshot of AI Red Teaming tab in Azure AI Foundry project page." lightbox="../media/evaluations/red-teaming-agent/ai-red-team.png":::
 
diff --git a/articles/ai-foundry/includes/hub-project-name.md b/articles/ai-foundry/includes/hub-project-name.md
@@ -10,4 +10,4 @@ ms.date: 03/25/2025
 ms.custom: include
 ---
 
-hub based project
+hub-based project
diff --git a/articles/ai-foundry/includes/uses-hub-only-alt.md b/articles/ai-foundry/includes/uses-hub-only-alt.md
@@ -11,4 +11,4 @@ ms.custom: include
 ---
 
 > [!NOTE]
-> The information in this article is specific to a **[!INCLUDE [hub](hub-project-name.md)]**, and doesn't apply to a **[!INCLUDE [fdp](fdp-project-name.md)]**. See [How do I know which type of project I have?](../what-is-azure-ai-foundry.md#how-do-i-know) and [Create a hub based project](../how-to/create-projects.md?pivots="hub-project").
+> The information in this article is specific to a **[!INCLUDE [hub](hub-project-name.md)]**, and doesn't apply to a **[!INCLUDE [fdp](fdp-project-name.md)]**. See [How do I know which type of project I have?](../what-is-azure-ai-foundry.md#how-do-i-know) and [Create a hub-based project](../how-to/create-projects.md?pivots="hub-project").
diff --git a/articles/ai-foundry/includes/uses-hub-only.md b/articles/ai-foundry/includes/uses-hub-only.md
@@ -11,4 +11,4 @@ ms.custom: include
 ---
 
 > [!NOTE]
-> You must use a **[!INCLUDE [hub](hub-project-name.md)]** for this feature. A **[!INCLUDE [fdp](fdp-project-name.md)]** isn't supported. See [How do I know which type of project I have?](../what-is-azure-ai-foundry.md#how-do-i-know) and [Create a hub based project](../how-to/create-projects.md?pivots="hub-project").
+> You must use a **[!INCLUDE [hub](hub-project-name.md)]** for this feature. A **[!INCLUDE [fdp](fdp-project-name.md)]** isn't supported. See [How do I know which type of project I have?](../what-is-azure-ai-foundry.md#how-do-i-know) and [Create a hub-based project](../how-to/create-projects.md?pivots="hub-project").
diff --git a/articles/ai-foundry/media/migrate-project/project-structure.svg b/articles/ai-foundry/media/migrate-project/project-structure.svg
diff --git a/articles/ai-foundry/media/migrate-project/upgrade.svg b/articles/ai-foundry/media/migrate-project/upgrade.svg
diff --git a/articles/ai-foundry/toc-files/setup-management/toc.yml b/articles/ai-foundry/toc-files/setup-management/toc.yml
@@ -36,7 +36,7 @@ items:
   items:
   - name: Create a project
     href: ../../how-to/create-projects.md
-  - name: Migrate from hub based to Foundry project
+  - name: Migrate from hub-based to Foundry project
     href: ../../how-to/migrate-project.md
   - name: Create a project using a Bicep template
     href: ../../how-to/create-azure-ai-project-template.md
diff --git a/articles/ai-foundry/what-is-azure-ai-foundry.md b/articles/ai-foundry/what-is-azure-ai-foundry.md
@@ -99,14 +99,14 @@ Here are some of the ways to identify your project type:
     * A [!INCLUDE [fdp-project-name](includes/fdp-project-name.md)] displays **(AI Foundry)** on the second line
     * A [!INCLUDE [hub-project-name](includes/hub-project-name.md)] displays **(Hub)** on the second line
 
-    :::image type="content" source="media/how-to/projects/breadcrumb.png" alt-text="Screenshot shows both a Foundry and hub based project in the breadcrumb navigation.":::
+    :::image type="content" source="media/how-to/projects/breadcrumb.png" alt-text="Screenshot shows both a Foundry and hub-based project in the breadcrumb navigation.":::
 
 * From the **All resources** page
 
     * A [!INCLUDE [fdp-project-name](includes/fdp-project-name.md)] displays **(AI Foundry)** as the parent resource
     * A [!INCLUDE [hub-project-name](includes/hub-project-name.md)] displays **(Hub)** as the parent resource
 
-    :::image type="content" source="media/how-to/projects/all-resources.png" alt-text="Screenshot shows both a Foundry and hub based project in the All Resources page.":::
+    :::image type="content" source="media/how-to/projects/all-resources.png" alt-text="Screenshot shows both a Foundry and hub-based project in the All Resources page.":::
 
 <!-- * From the **Overview** section of the project
 
@@ -116,7 +116,7 @@ Here are some of the ways to identify your project type:
 
     * If it's a [!INCLUDE [hub-project-name](includes/hub-project-name.md)], you see a **Project connection string**
 
-        :::image type="content" source="media/how-to/projects/hub-project-overview.png" alt-text="Screenshot shows a hub based project overview page." lightbox="media/how-to/projects/hub-project-overview.png"::: -->
+        :::image type="content" source="media/how-to/projects/hub-project-overview.png" alt-text="Screenshot shows a hub-based project overview page." lightbox="media/how-to/projects/hub-project-overview.png"::: -->
 
 ## Navigate in the Azure AI Foundry portal
 
diff --git a/articles/ai-foundry/whats-new-azure-ai-foundry.md b/articles/ai-foundry/whats-new-azure-ai-foundry.md
@@ -20,7 +20,7 @@ Welcome! This article highlights key changes and updates in Azure AI Foundry doc
 - [Deep Research tool (preview)](../ai-foundry/agents/how-to/tools/deep-research.md)
 - [How to create and configure your storage account for use in Azure AI Foundry Projects](../ai-foundry/how-to/evaluations-storage-account.md)
 - [How to use the Deep Research tool](../ai-foundry/agents/how-to/tools/deep-research-samples.md)
-- [Migrate from hub based to Foundry projects](../ai-foundry/how-to/migrate-project.md)
+- [Migrate from hub-based to Foundry projects](../ai-foundry/how-to/migrate-project.md)
 - [Serverless API inference examples for Foundry Models](../ai-foundry/concepts/models-inference-examples.md)
 - [Use Terraform to create Azure AI Foundry resource](../ai-foundry/how-to/create-resource-terraform.md)
 
