fixing tab group issue

Author: fosteramanda

articles/ai-services/agents/how-to/tools/azure-ai-search.md

@@ -62,7 +62,65 @@ If you already connected the AI Search resource that contains the index you want
     - If you want the connection to use API Keys for authentication, copy one of the keys under **Manage admin keys**.
     :::image type="content" source="../../media/tools/ai-search/acs-azure-portal.png" alt-text="A screenshot of an AI Search resource Keys tab in the Azure portal." lightbox="../../media/tools/ai-search/acs-azure-portal.png":::
 
-[!INCLUDE [create-acs-connection](../../includes/create-acs-connection.md)]
+##### Create an Azure AI Search project connection
+
+**Azure CLI**
+```azurecli
+az ml connection create --file {connection.yml} --resource-group {my_resource_group} --workspace-name {my_hub_name}
+```
+
+You can use either an API key or credential-less YAML configuration file. For more information on the YAML configuration file, see the [Azure AI Search connection YAML schema](../../../machine-learning/reference-yaml-connection-ai-search.md):
+- API Key example:
+
+    ```yml
+    name: myazaics_apk
+    type: azure_ai_search
+    endpoint: https://contoso.search.windows.net/
+    api_key: XXXXXXXXXXXXXXX
+    ```
+
+- Credential-less
+
+    ```yml    
+    name: myazaics_ei
+    type: azure_ai_search
+    endpoint: https://contoso.search.windows.net/
+    ```
+
+**Python**
+```python
+from azure.ai.ml.entities import AzureAISearchConnection
+
+# constrict an Azure AI Search connection
+my_connection_name = "myaiservivce"
+my_endpoint = "demo.endpoint" # this could also be called target
+my_api_keys = None # leave blank for Authentication type = AAD
+
+my_connection = AzureAISearchConnection(name=my_connection_name,
+                                    endpoint=my_endpoint, 
+                                    api_key= my_api_keys)
+
+# Create the connection
+ml_client.connections.create_or_update(my_connection)
+```
+
+**Azure AI Foundry**
+1. In Azure AI Foundry, navigate to the project you created in the agent setup. Click on **Open in management center**.
+    :::image type="content" source="../../media/tools/ai-search/project-studio.png" alt-text="A screenshot of a project in Azure AI Foundry." lightbox="../../media/tools/ai-search/project-studio.png":::
+
+2. Click on the **Connections** tab and select **Add Connection**.
+ :::image type="content" source="../../media/tools/ai-search/project-connections-page.png" alt-text="A screenshot of the project connections page." lightbox="../../media/tools/ai-search/project-connections-page.png":::
+
+3. Select **Azure AI Search**.
+ :::image type="content" source="../../media/tools/ai-search/select-acs.png" alt-text="A screenshot of the Azure AI Search connection type the user should select." lightbox="../../media/tools/ai-search/select-acs.png":::
+
+4. Provide the required connection details for the Azure AI Search resource you want to use. Both Managed Identity and Key-based authentication are supported. Once all the fields are filled in, click **Add connection**.
+:::image type="content" source="../../media/tools/ai-search/acs-connection-2.png" alt-text="A screenshot the required fields to add a new Azure AI Search connection." lightbox="../../media/tools/ai-search/acs-connection-2.png":::
+
+5. Verify that the connection was successfully created and now appears in the project's Connections tab.
+:::image type="content" source="../../media/tools/ai-search/success-acs-connection.png" alt-text="A screenshot of the project connections page with a new Azure AI Search connection added." lightbox="../../media/tools/ai-search/success-acs-connection.png":::
+
+
 
 ::: zone-end