updating links

aahill · aahill · commit a79136ed77f8 · 2025-06-27T14:25:10.000-07:00
diff --git a/articles/ai-foundry/openai/how-to/provisioned-get-started.md b/articles/ai-foundry/openai/how-to/provisioned-get-started.md
@@ -183,7 +183,7 @@ The inferencing code for provisioned deployments is the same a standard deployme
 ```
 
 > [!IMPORTANT]
-> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../security-features.md) article.
+> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 
 ## Understanding expected throughput
diff --git a/articles/ai-foundry/openai/includes/chatgpt-powershell.md b/articles/ai-foundry/openai/includes/chatgpt-powershell.md
@@ -86,7 +86,7 @@ For the recommended keyless authentication with Microsoft Entra ID, you need to:
    ```
 
    > [!IMPORTANT]
-   > For production, use a secure way of storing and accessing your credentials like [The PowerShell Secret Management with Azure Key Vault](/powershell/utility-modules/secretmanagement/how-to/using-azure-keyvault). For more information about credential security, see this [security](../../security-features.md) article.
+   > For production, use a secure way of storing and accessing your credentials like [The PowerShell Secret Management with Azure Key Vault](/powershell/utility-modules/secretmanagement/how-to/using-azure-keyvault). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 1. Run the script using PowerShell. In this example, we're using the `-Depth` parameter to ensure that the output isn't truncated. 
 
diff --git a/articles/ai-foundry/openai/includes/chatgpt-python.md b/articles/ai-foundry/openai/includes/chatgpt-python.md
@@ -110,7 +110,7 @@ print(response['choices'][0]['message']['content'])
 ---
 
 > [!IMPORTANT]
-> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../security-features.md) article.
+> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 3. Run the application with the `python` command on your quickstart file:
 
diff --git a/articles/ai-foundry/openai/includes/chatgpt-rest.md b/articles/ai-foundry/openai/includes/chatgpt-rest.md
@@ -42,7 +42,7 @@ The format of your first line of the command with an example endpoint would appe
 If you want to run this command in a normal Windows command prompt you would need to alter the text to remove the `\` and line breaks.
 
 > [!IMPORTANT]
-> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../security-features.md) article.
+> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 ## Output
 
diff --git a/articles/ai-foundry/openai/includes/chatgpt-spring.md b/articles/ai-foundry/openai/includes/chatgpt-spring.md
@@ -179,7 +179,7 @@ ai-chat-demo/
    ```
 
    > [!IMPORTANT]
-   > For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../security-features.md) article.
+   > For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 1. Navigate back to the project root folder, and run the app by using the following command:
 
diff --git a/articles/ai-foundry/openai/includes/dall-e-powershell.md b/articles/ai-foundry/openai/includes/dall-e-powershell.md
@@ -92,7 +92,7 @@ For the recommended keyless authentication with Microsoft Entra ID, you need to:
    ```
 
    > [!IMPORTANT]
-   > For production, use a secure way of storing and accessing your credentials like [The PowerShell Secret Management with Azure Key Vault](/powershell/utility-modules/secretmanagement/how-to/using-azure-keyvault). For more information about credential security, see this [security](../../security-features.md) article.
+   > For production, use a secure way of storing and accessing your credentials like [The PowerShell Secret Management with Azure Key Vault](/powershell/utility-modules/secretmanagement/how-to/using-azure-keyvault). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 1. Run the script using PowerShell:
 
diff --git a/articles/ai-foundry/openai/includes/dotnet.md b/articles/ai-foundry/openai/includes/dotnet.md
@@ -87,7 +87,7 @@ Console.WriteLine($"Chatbot: {completion}");
 ```
 
 > [!IMPORTANT]
-> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../security-features.md) article.
+> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 ```cmd
 dotnet run Program.cs
diff --git a/articles/ai-foundry/openai/includes/go.md b/articles/ai-foundry/openai/includes/go.md
@@ -79,7 +79,7 @@ func main() {
 ```
 
 > [!IMPORTANT]
-> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../security-features.md) article.
+> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 Now open a command prompt and run:
 
diff --git a/articles/ai-foundry/openai/includes/java.md b/articles/ai-foundry/openai/includes/java.md
@@ -130,7 +130,7 @@ dependencies {
     ```
 
     > [!IMPORTANT]
-    > For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../security-features.md) article.
+    > For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
     
 1. Navigate back to the project root folder, and build the app with:
 
diff --git a/articles/ai-foundry/openai/includes/powershell.md b/articles/ai-foundry/openai/includes/powershell.md
@@ -106,7 +106,7 @@ echo export AZURE_OPENAI_ENDPOINT="REPLACE_WITH_YOUR_ENDPOINT_HERE" >> /etc/envi
    ```
 
    > [!IMPORTANT]
-   > For production, use a secure way of storing and accessing your credentials like [The PowerShell Secret Management with Azure Key Vault](/powershell/utility-modules/secretmanagement/how-to/using-azure-keyvault). For more information about credential security, see this [security](../../security-features.md) article.
+   > For production, use a secure way of storing and accessing your credentials like [The PowerShell Secret Management with Azure Key Vault](/powershell/utility-modules/secretmanagement/how-to/using-azure-keyvault). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 1. Run the script using PowerShell:
 
diff --git a/articles/ai-foundry/openai/includes/python.md b/articles/ai-foundry/openai/includes/python.md
@@ -104,7 +104,7 @@ print(start_phrase+response.choices[0].text)
 ---
 
 > [!IMPORTANT]
-> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../security-features.md) article.
+> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 1. Run the application with the `python` command on your quickstart file:
 
diff --git a/articles/ai-foundry/openai/includes/rest.md b/articles/ai-foundry/openai/includes/rest.md
@@ -63,7 +63,7 @@ The format of your first line of the command with an example endpoint would appe
 If you want to run this command in a normal Windows command prompt you would need to alter the text to remove the `\` and line breaks.
 
 > [!IMPORTANT]
-> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../security-features.md) article.
+> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 ## Output
 
diff --git a/articles/ai-foundry/openai/includes/spring.md b/articles/ai-foundry/openai/includes/spring.md
@@ -177,7 +177,7 @@ ai-completion-demo/
    ```
 
    > [!IMPORTANT]
-   > For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../security-features.md) article.
+   > For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 1. Navigate back to the project root folder, and run the app by using the following command:
 
diff --git a/articles/ai-foundry/openai/includes/text-to-speech-rest.md b/articles/ai-foundry/openai/includes/text-to-speech-rest.md
@@ -86,6 +86,6 @@ curl $AZURE_OPENAI_ENDPOINT/openai/deployments/YourDeploymentName/audio/speech?a
 The format of your first line of the command with an example endpoint would appear as follows curl `https://aoai-docs.openai.azure.com/openai/deployments/{YourDeploymentName}/audio/speech?api-version=2025-04-01-preview \`. 
 
 > [!IMPORTANT]
-> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../security-features.md) article.
+> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 
diff --git a/articles/ai-foundry/openai/includes/use-your-data-dotnet.md b/articles/ai-foundry/openai/includes/use-your-data-dotnet.md
@@ -62,7 +62,7 @@ foreach (ChatCitation citation in onYourDataContext?.Citations ?? [])
 ```
 
 > [!IMPORTANT]
-> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../security-features.md) article.
+> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 ```cmd
 dotnet run Program.cs
diff --git a/articles/ai-foundry/openai/includes/use-your-data-powershell.md b/articles/ai-foundry/openai/includes/use-your-data-powershell.md
@@ -73,7 +73,7 @@ The available health plans in the Contoso Electronics plan and benefit packages
 ```
 
 > [!IMPORTANT]
-> For production, use a secure way of storing and accessing your credentials like [The PowerShell Secret Management with Azure Key Vault](/powershell/utility-modules/secretmanagement/how-to/using-azure-keyvault). For more information about credential security, see this [security](../../security-features.md) article.
+> For production, use a secure way of storing and accessing your credentials like [The PowerShell Secret Management with Azure Key Vault](/powershell/utility-modules/secretmanagement/how-to/using-azure-keyvault). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 
 ## Chat with your model using a web app
diff --git a/articles/ai-foundry/openai/includes/use-your-data-python.md b/articles/ai-foundry/openai/includes/use-your-data-python.md
@@ -154,7 +154,7 @@ print(f"{completion.choices[0].message.role}: {completion.choices[0].message.con
 ---
 
 > [!IMPORTANT]
-> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../security-features.md) article.
+> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 2. Execute the following command:
 
diff --git a/articles/ai-foundry/openai/includes/use-your-data-spring.md b/articles/ai-foundry/openai/includes/use-your-data-spring.md
@@ -362,7 +362,7 @@ ai-custom-data-demo/
    ```
 
    > [!IMPORTANT]
-   > For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../security-features.md) article.
+   > For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 1. Navigate back to the project root folder, and run the app by using the following command:
 
diff --git a/articles/ai-foundry/openai/includes/use-your-data-typescript.md b/articles/ai-foundry/openai/includes/use-your-data-typescript.md
@@ -275,7 +275,7 @@ ms.date: 10/22/2024
 
 
 > [!IMPORTANT]
-> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../security-features.md) article.
+> For production, use a secure way of storing and accessing your credentials like [Azure Key Vault](/azure/key-vault/general/overview). For more information about credential security, see this [security](../../../ai-services/security-features.md) article.
 
 
 ## Output
diff --git a/articles/ai-foundry/openai/includes/whisper-powershell.md b/articles/ai-foundry/openai/includes/whisper-powershell.md
@@ -98,7 +98,7 @@ return $response.text
 You can get sample audio files, such as *wikipediaOcelot.wav*, from the [Azure AI Speech SDK repository at GitHub](https://github.com/Azure-Samples/cognitive-services-speech-sdk/tree/master/sampledata/audiofiles).
 
 > [!IMPORTANT]
-> For production, store and access your credentials using a secure method, such as [The PowerShell Secret Management with Azure Key Vault](/powershell/utility-modules/secretmanagement/how-to/using-azure-keyvault). For more information, see [credential security](../../security-features.md).
+> For production, store and access your credentials using a secure method, such as [The PowerShell Secret Management with Azure Key Vault](/powershell/utility-modules/secretmanagement/how-to/using-azure-keyvault). For more information, see [credential security](../../../ai-services/security-features.md).
 
 ## Output
 
diff --git a/articles/ai-foundry/openai/includes/whisper-python.md b/articles/ai-foundry/openai/includes/whisper-python.md
@@ -162,7 +162,7 @@ python quickstart.py
 You can get sample audio files, such as *wikipediaOcelot.wav*, from the [Azure AI Speech SDK repository at GitHub](https://github.com/Azure-Samples/cognitive-services-speech-sdk/tree/master/sampledata/audiofiles).
 
 > [!IMPORTANT]
-> For production, store and access your credentials using a secure method, such as [Azure Key Vault](/azure/key-vault/general/overview). For more information, see [credential security](../../security-features.md).
+> For production, store and access your credentials using a secure method, such as [Azure Key Vault](/azure/key-vault/general/overview). For more information, see [credential security](../../../ai-services/security-features.md).
 
 ## Output
 
diff --git a/articles/ai-foundry/openai/includes/whisper-rest.md b/articles/ai-foundry/openai/includes/whisper-rest.md
@@ -91,7 +91,7 @@ curl https://aoai-docs.openai.azure.com/openai/deployments/{YourDeploymentName}/
 You can get sample audio files, such as *wikipediaOcelot.wav*, from the [Azure AI Speech SDK repository at GitHub](https://github.com/Azure-Samples/cognitive-services-speech-sdk/tree/master/sampledata/audiofiles).
 
 > [!IMPORTANT]
-> For production, store and access your credentials using a secure method, such as [Azure Key Vault](/azure/key-vault/general/overview). For more information, see [credential security](../../security-features.md).
+> For production, store and access your credentials using a secure method, such as [Azure Key Vault](/azure/key-vault/general/overview). For more information, see [credential security](../../../ai-services/security-features.md).
 
 ## Output
 
