wandb · johndmulhausen · Aug 4, 2026 · Aug 3, 2026
@@ -3,7 +3,7 @@ title: Overview
 description: Create and manage W&B automations to streamline your ML workflows
 keywords: ["automations", "Slack notifications", "webhooks", "registry events", "W&B secrets"]
 ---
-This page shows how to create and manage  [automations](/models/automations), which start in response to specific events in W&B. When a specific event occurs within an organization, team, project, registry, or collection, the automation notifies a Slack channel or runs a webhook. Use this overview to understand the prerequisites and high-level workflow, then follow the detailed instructions in [Create a Slack automation](/models/automations/create-automations/slack) or [Create a webhook automation](/models/automations/create-automations/webhook).
+This page shows how to create and manage [automations](/models/automations), which start in response to specific events in W&B. When a specific event occurs within an organization, team, project, registry, or collection, the automation notifies a Slack channel or runs a webhook. Use this overview to understand the prerequisites and high-level workflow, then follow the detailed instructions in [Create a Slack automation](/models/automations/create-automations/slack) or [Create a webhook automation](/models/automations/create-automations/webhook).
 
 <Note>
 Looking for companion tutorials for automations? 

@@ -41,7 +41,7 @@ You can also find a run's unique ID in the W&B App:
 
 1. Navigate to the [W&B App](https://wandb.ai/home).
 1. Navigate to the W&B project you specified when you initialized the run.
-1. Within your project's workspace, select either the  **Workspace** or **Runs** tab.
+1. Within your project's workspace, select either the **Workspace** or **Runs** tab.
 1. Select the run you want to view.
 1. Choose the **Overview** tab.
 

@@ -61,7 +61,7 @@ This page includes release notes for the W&B Python SDK (`wandb` package) used w
 - When a `wandb.Image` is logged inside a `wandb.Table` with multiple box or mask layers with distinct `class_labels`, each layer's labels are now preserved in new `box_class_maps` or `mask_class_maps` fields in the `table.json`. Previously, a single `class_map` would be incorrectly overwritten by each set of class labels.
 - Artifact file operations now consistently require normalized relative paths.
 - To fix silent failures when `$TMPDIR` is missing or unwritable, logging an artifact using a `WandbLogger` or `run.log_artifact` now writes the manifest file to the artifact's staging directory instead of the OS temp dir.
-- Fixed a bug where logging artifacts in shared mode (`wandb.init(mode="shared")`)  with code-saving enabled would raise an error.
+- Fixed a bug where logging artifacts in shared mode (`wandb.init(mode="shared")`) with code-saving enabled would raise an error.
 - To create a `diff.patch` file, the `git_root` setting is now used by default, falling back to the `root_dir` setting.
 - Apple system metrics like GPU, CPU, power, and temperature are now collected on Apple M5 Macs.
 - File download progress is now shown when exporting history using `wandb.Api().run(...).download_history_exports`.

@@ -97,7 +97,7 @@ W&B Server v0.70 includes features, enhancements, and performance improvements t
     - Registry can be turned on today with the `ENABLE_REGISTRY_UI` environment variable or by contacting your W&B support team.
     - We’re migrating existing team-level Model Registry assets to W&B Registry in stages over the next several releases. **No action is needed on your end. W&B will automatically copy Model Registry assets for each team to a corresponding automatically-created team-level private registry.**  Existing references to model collections in your old team-level Model Registry will still work.
         1. In Server v0.71, Registry will be on by default for all organizations.
-        1. Server v0.73 (August) will contain an opt-out environment variable that will execute this migration automatically during the upgrade. Migration takes between 5 and 30 minutes for most organizations. During the migration, linking artifacts to either the old team’s Model Registry or the new Registry will fail with an error. ****Artifact logging and retrieval** **will not be affected**.
+        1. Server v0.73 (August) will contain an opt-out environment variable that will execute this migration automatically during the upgrade. Migration takes between 5 and 30 minutes for most organizations. During the migration, linking artifacts to either the old team’s Model Registry or the new Registry will fail with an error. **Artifact logging and retrieval will not be affected**.
         1. In Server v0.74 (September), we will remove this flag and migration will happen during the upgrade.
 
         We’re optimizing for a seamless, minimally-inconveniencing upgrade to a powerful new experience. Reach out to your W&B team or [support](mailto:support@wandb.ai) for any questions about the migration.
@@ -604,7 +604,7 @@ Due to a release versioning issue, 0.56.0 is the next major release after 0.54.0
 <Update label="v0.47.2" description="December 1, 2023">
 
 ## Features
-* Use custom roles with specific permissions to customize access control within a team**
+* **Use custom roles with specific permissions to customize access control within a team**
   Available in preview to enterprise customers. Please reach out to your W&B account team or support for any questions.
 * Minor runs search improvements
 * Auto-resize runs search for long texts