Merge pull request #884 from JamieWeider72/RUN-19295-Addition

Run 19295 addition

Author: JamieWeider72

docs/home/whats-new-2-18.md

@@ -69,15 +69,15 @@ date: 2024-June-14
 
 #### Data Sources
 
-* <!-- RUN-16758/RUN-18432 - Data volumes -->Added *Data Volumes* new feature. Data Volumes are snapshots of datasets stored in Kubernetes Persistent Volume Claims (PVCs). They act as a central repository for training data, and offer several key benefits.
+* <!-- RUN-16758/RUN-18432 - Data volumes -->Added *Data Volumes* new feature. Data Volumes are snapshots of datasets stored in Kubernetes Persistent Volume Claims (PVCs). They act as a central repository for training data, and offer several key benefits. 
 
     * Managed with dedicated permissions&mdash;Data Admins, a new role within Run.ai, have exclusive control over data volume creation, data population, and sharing.
     * Shared between multiple scopes&mdash;unlike other Run:ai data sources, data volumes can be shared across projects, departments, or clusters. This promotes data reuse and collaboration within your organization.
     * Coupled to workloads in the submission process&mdash;similar to other Run:ai data sources, Data volumes can be easily attached to AI workloads during submission, specifying the data path within the workload environment.
 
     For more information, see [Data Volumes](../developer/admin-rest-api/data-volumes.md). (Requires minimum cluster version v2.18).
 
-* <!-- TODO fix doc link RUN-16917/RUN-19363 Expose secrets in workload submission -->Added new data source of type *Secret*. Run:ai now allows you to configure a *Credential* as a data source. A *Data source* of type *Secret* is best used in workloads so that access to 3rd party interfaces and storage used in containers, keep access credentials hidden. For more information, see [Secrets as a data source](../Researcher/user-interface/workspaces/create/create-ds.md/#create-a-secret-as-data-source).
+* <!-- TODO fix doc link RUN-16917/RUN-19363 Expose secrets in workload submission -->Added new data source of type *Secret*. Run:ai now allows you to configure a *Credential* as a data source. A *Data source* of type *Secret* is best used in workloads so that access to 3rd party interfaces and storage used in containers, keep access credentials hidden. For more information, see [Secrets as a data source](../Researcher/user-interface/workspaces/create/create-ds.md/#create-a-secret-as-data-source). 
 
 #### Credentials
 
@@ -99,6 +99,10 @@ date: 2024-June-14
 
     * System administrators will need to configure the email notifications. For more information, see [System notifications](../admin/runai-setup/notifications/notifications.md).
 
+#### Policy for distributed and inference workloads in the API
+
+* Added a new API for creating distributed training workload policies and inference workload policies. These new policies in the API allow to set defaults, enforce rules and impose setup on distributed training and inference workloads. For distributed policies, worker and master may require different rules due to their different specifications. The new capability is currently available via API only. Documentation on submitting policies to follow shortly.
+
 ## Deprecation Notifications
 
 [Existing notifications feature](https://docs.run.ai/v2.10/admin/researcher-setup/email-messaging/) requires cluster configuration, is being deprecated in favor of an improved Notification System. If you have been using the existing notifications feature in the cluster, you can continue to use it for the next **two** versions. It is recommend that you change to the new notifications system in the Control Plane for better control and improved message granularity.