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

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#### Jobs, Workloads, and Workspaces
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* <!-- Run-14732/Run-14733 Add backoff limit to workspace & standard training -->Added to UI backoff limit functionality to Training and Workspace workloads. The backoff limit is the maximum number of retry attempts for failed workloads. After reaching the limit, the workload's status will change to `Failed`. The UI will display the default number of retries based on 6 attempts for each pod in the workload. (For example, 6 pods = 36 attempts).
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* <!-- RUN-18944/RUN-18945 Changing "Auto-deletion" default and presentation of the default value in the UI -->Updated *Auto-deletion time* default value from **never** to **30 days**. The *Auto-deletion time* count starts when any Run:ai workload reaches a a completed, or failed status will be automatically deleted (including logs). This change only affects new or cloned workloads.
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* <!-- RUN-17487/RUN-17656 -->Added a new YAML reference document that contains the value types and workload YAML references. Each table contains the field name, its description and the supported Run:ai workload types. The YAML field details contains information on the value type and currently available example workload snippets. For more information see, [YAML Reference](../developer/cluster-api/submit-yaml.md) PDF.
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#### Email Notifications - Workload Status and timeouts
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#### Email Notifications - Workload Status and timeouts
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* Added new *Email notification* system. AI Practitioners can setup the types of workload notifications they want to receive. In order to receive email notifications, you must ensure that the admin has enabaled and configured notifications for the tenant. For more information, see [Email notifications](../Researcher/best-practices/researcher-notifications.md).
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* Added new *Email notification* system. AI Practitioners can setup the types of workload notifications they want to receive. In order to receive email notifications, you must ensure that the admin has enabled and configured notifications for the tenant. For more information, see [Email notifications](../Researcher/best-practices/researcher-notifications.md).
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#### Assets
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For more information, see [Data Volumes](../developer/admin-rest-api/data-volumes.md).
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* <!-- 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-new-data-source#secret).
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#### Credentials

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