next steps

Author: Blackmist

articles/ai-studio/concepts/vulnerability-management.md

@@ -6,7 +6,7 @@ manager: scottpolly
 ms.author: larryfr
 author: Blackmist
 ms.reviewer: deeikele
-ms.date: 02/07/2024
+ms.date: 02/22/2024
 ms.topic: conceptual
 ms.service: azure-ai-studio
 ---
@@ -77,11 +77,6 @@ Compute instances get the latest VM images at the time of provisioning. Microsof
 
   If you use this method, you'll lose data and customizations (such as installed packages) that are stored on the instance's OS and temporary disks.
 
-  <!-- When you re-create your instance:
-  
-  * [Store notebooks](./concept-compute-instance.md#accessing-files) in the *User files* directory to persist them.
-  * [Mount data](how-to-customize-compute-instance.md) to persist files. -->
-  
   For more information about image releases, see the [Azure Machine Learning compute instance image release notes](/azure/machine-learning/azure-machine-learning-ci-image-release-notes).
 
 * Regularly update OS and Python packages.
@@ -111,19 +106,6 @@ You can install and run additional scanning software on the compute instance to
 
 Microsoft Defender for Servers agent installation is currently not supported.
 
-<!-- Consider using [customization scripts](./how-to-customize-compute-instance.md) for automation. For an example setup script that combines Trivy and ClamAV, see [Compute instance sample setup scripts](https://github.com/Azure/azureml-examples/tree/main/setup/setup-ci). -->
-
-<!-- ### Compute clusters
-
-Compute clusters automatically upgrade nodes to the latest VM image. If you configure the cluster with `min nodes = 0`, it automatically upgrades nodes to the latest VM image version when all jobs are completed and the cluster reduces to zero nodes.
-
-In the following conditions, cluster nodes don't scale down, so they can't get the latest VM image:
-
-* The cluster's minimum node count is set to a value greater than zero.
-* Jobs are scheduled continuously on your cluster.
-
-You're responsible for scaling down non-idle cluster nodes to get the latest OS VM image updates. Azure Machine Learning doesn't stop any running workloads on compute nodes to issue VM updates. Temporarily change the minimum nodes to zero and allow the cluster to reduce to zero nodes. -->
-
 ### Endpoints
 
 Endpoints automatically receive OS host image updates that include vulnerability fixes. The update frequency of images is at least once a month.
@@ -132,7 +114,5 @@ Compute nodes are automatically upgraded to the latest VM image version when tha
 
 ## Next steps
 
-<!-- * [Azure Machine Learning repository for base images](https://github.com/Azure/AzureML-Containers)
-* [Data Science Virtual Machine release notes](./data-science-virtual-machine/release-notes.md)
-* [Azure Machine Learning Python SDK release notes](https://github.com/Azure/azure-sdk-for-python/blob/main/sdk/ml/azure-ai-ml/CHANGELOG.md)
-* [Azure Machine Learning best practices for enterprise security](/azure/cloud-adoption-framework/ready/azure-best-practices/ai-machine-learning-enterprise-security) -->
+* [Azure AI hub resources](ai-resources.md)
+* [Create and manage compute instances](../how-to/create-manage-compute.md)