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Vertex AI Updates & Release Notes

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Workbench: BigQuery-Plugin unabhängig vom Dataproc-Plugin

Das BigQuery-JupyterLab-Plugin ist nun unabhängig vom Dataproc-Plugin standardmäßig aktiviert und lässt sich über den neuen Instanz-Metadatenschlüssel disable-bigquery abschalten, während disable-mixer nur noch das Dataproc-Plugin steuert, zudem wurden Pakete aktualisiert.

Agent Platform Workbench

v2

Change

20261004.00_p0 Release

Change

Installed latest packages from upstream dependencies.

Change

The BigQuery JupyterLab plugin is now enabled independently of the Dataproc plugin: it is enabled by default and can be turned off with the new disable-bigquery instance metadata key, while disable-mixer now controls only the Dataproc plugin.

Change

20261004.00_p0 Release

Change

Installed latest packages from upstream dependencies.

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Workbench: BigQuery-Plugin, CVE-Patches und CUDA-Treiber

Neue Workbench-Images enthalten aktualisierte Pakete, ein vom Dataproc-Plugin unabhängiges BigQuery-JupyterLab-Plugin (abschaltbar über disable-bigquery), einen Sammel-Sicherheitspatch für kritische und hochgradige CVEs in Custom-Container-Images sowie vorinstallierte CUDA-Treiber für Pre-Turing-GPUs wie V100.

Agent Platform Workbench

v2

Change

20261004-2230-rc0 Release

Change

20261004-2230-rc0 Release

Change

Installed latest packages from upstream dependencies.

Change

Installed latest packages from upstream dependencies.

Change

The BigQuery JupyterLab plugin is now enabled independently of the Dataproc plugin: it is enabled by default and can be turned off with the new disable-bigquery instance metadata key, while disable-mixer now controls only the Dataproc plugin.

Security

Bulk security patch remediating Critical and High-severity CVEs in the Agent Platform Workbench custom container images.

Security

Bulk security patch remediating Critical and High-severity CVEs in the Agent Platform Workbench custom container images.

Change

20261004-2157-rc0 Release

Change

Installed latest packages from upstream dependencies.

Fixed

Preinstall CUDA drivers for Pre-Turing GPUs such as V100s.

Change

The BigQuery JupyterLab plugin is now enabled independently of the Dataproc plugin: it is enabled by default and can be turned off with the new disable-bigquery instance metadata key, while disable-mixer now controls only the Dataproc plugin.

Change

M152 Release

Change

Installed latest packages from upstream dependencies.

Change …

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Workbench-Images 20260927.00_p0 mit Sicherheitspatch

Das Release 20260927.00_p0 der Agent Platform Workbench bringt aktualisierte Pakete und einen Sammel-Sicherheitspatch für kritische und hochgradige CVEs in den Custom-Container-Images.

Agent Platform Workbench

v2

Change

20260927.00_p0 Release

Change

Installed latest packages from upstream dependencies.

Security

Bulk security patch remediating Critical and High-severity CVEs in the Workbench custom container images.

Change

20260927.00_p0 Release

Change

Installed latest packages from upstream dependencies.

Security

Bulk security patch remediating Critical and High-severity CVEs in the Workbench custom container images.

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Workbench: JupyterLab leitet Client-Logs an Cloud Logging weiter

JupyterLab leitet clientseitige Logs wie Konsolenfehler, nicht abgefangene Exceptions und fehlgeschlagene Netzwerkanfragen an das Instanz-Backend weiter, wo sie in Cloud Logging zur einfacheren Fehlersuche erscheinen, zudem wurden Pakete aktualisiert.

Agent Platform Workbench

v2

Change

20260927-2130-rc0 Release

Change

Installed latest packages from upstream dependencies.

Change

M151 Release

Change

Installed latest packages from upstream dependencies.

Feature

JupyterLab now forwards client-side logs (console errors, uncaught exceptions, unhandled promise rejections, and failed network requests) to the instance backend, where they surface in Cloud Logging for easier debugging.

Change

20260927-1408-rc0 Release

Change

20260927-1408-rc0 Release

Change

Installed latest packages from upstream dependencies.

Change

Installed latest packages from upstream dependencies.

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Workbench 20260920.00_p0: Client-Logs in Cloud Logging

Im Release 20260920.00_p0 werden clientseitige JupyterLab-Logs an das Instanz-Backend weitergeleitet und erscheinen in Cloud Logging, außerdem sind aktuelle Pakete installiert.

Agent Platform Workbench

v2

Change

20260920.00_p0 Release

Change

Installed latest packages from upstream dependencies.

Feature

JupyterLab now forwards client-side logs (console errors, uncaught exceptions, unhandled promise rejections, and failed network requests) to the instance backend, where they surface in Cloud Logging for easier debugging.

Change

20260920.00_p0 Release

Change

Installed latest packages from upstream dependencies.

Feature

JupyterLab now forwards client-side logs (console errors, uncaught exceptions, unhandled promise rejections, and failed network requests) to the instance backend, where they surface in Cloud Logging for easier debugging.

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Workbench: Weiterleitung von JupyterLab-Client-Logs

Die Workbench-Releases vom 18. September leiten clientseitige JupyterLab-Logs wie Konsolenfehler und fehlgeschlagene Netzwerkanfragen an Cloud Logging weiter und enthalten aktualisierte Pakete.

Agent Platform Workbench

v2

Change

20260918-2230-rc0 Release

Change

20260918-2230-rc0 Release

Change

Installed latest packages from upstream dependencies.

Change

Installed latest packages from upstream dependencies.

Feature

JupyterLab now forwards client-side logs (console errors, uncaught exceptions, unhandled promise rejections, and failed network requests) to the instance backend, where they surface in Cloud Logging for easier debugging.

Feature

JupyterLab now forwards client-side logs (console errors, uncaught exceptions, unhandled promise rejections, and failed network requests) to the instance backend, where they surface in Cloud Logging for easier debugging.

Change

20260918-2130-rc0 Release

Change

Installed latest packages from upstream dependencies.

Feature

JupyterLab now forwards client-side logs (console errors, uncaught exceptions, unhandled promise rejections, and failed network requests) to the instance backend, where they surface in Cloud Logging for easier debugging.

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Workbench M150 Release

Das Release M150 der Agent Platform Workbench installiert die neuesten Pakete aus den Upstream-Abhängigkeiten.

Agent Platform Workbench

v2

Change

M150 Release

Change

Installed latest packages from upstream dependencies.

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Workbench: %%bigquery-Magic in JupyterLab 4 repariert

Die %%bigquery-Notebook-Cell-Magic liefert in JupyterLab 4 wieder Abfrageergebnisse statt eines Fehlers, und das Flag notebook-disable-nbconvert wird in Custom Containern nun beachtet.

Agent Platform Workbench

v2

Change

20260911.00_p0 Release

Change

20260913.00_p0 Release

Change

Installed latest packages from upstream dependencies.

Change

Installed latest packages from upstream dependencies.

Fixed

Fixed the %%bigquery notebook cell magic, which returned an error instead of query results in JupyterLab 4.

Fixed

Fixed the %%bigquery notebook cell magic, which returned an error instead of query results in JupyterLab 4.

Change

20260913-2230-rc0 Release

Change

20260913-2230-rc0 Release

Change

Installed latest packages from upstream dependencies.

Change

Installed latest packages from upstream dependencies.

Fixed

Fixed an issue where the notebook-disable-nbconvert metadata flag was ignored in custom containers.

Change

The obsolete google-cloud-sdk transitional package is no longer installed. The Google Cloud CLI itself is unchanged; it was already provided by the google-cloud-cli package.

Fixed

Fixed the %%bigquery notebook cell magic, which returned an error instead of query results in JupyterLab 4.

Fixed

Fixed an issue where the notebook-disable-nbconvert metadata flag was ignored in custom containers.

Fixed

Fixed the %%bigquery notebook cell magic, which returned an error instead of query results in JupyterLab 4.

Change

20260913-2130-rc0 Release

Change

Installed latest packages from upstream dependencies.

Fixed …

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Workbench: Neue Optionen für geplante Notebook-Läufe

Beim Planen von Notebook-Läufen aus einer Agent Platform Workbench-Instanz lassen sich jetzt die Ausführungsidentität (eigenes Nutzerkonto), Shielded-VM-Optionen und die Laufzeitumgebung (VM-Image oder Custom Container) festlegen, sofern scheduler-jupyter-plugin Version 0.1.8 oder neuer ist.

Agent Platform Workbench

v2

Feature

New configuration options for scheduled notebook runs

When you schedule a notebook run from an Agent Platform Workbench instance, you can now configure the following:

  • Execution identity. You can choose your own user account instead of a service account. The notebook runs as you, so Application Default Credentials inside the notebook resolve to your identity and the run accesses only the resources you can access. If you have not yet granted consent, the scheduler provides a link for authorizing access.
  • Shielded VM options. To meet workload requirements that mandate verified boot integrity, you can enable Shielded VM options, including Secure Boot, on the compute that runs the notebook. For more information, see Modifying Shielded VM options.
  • Runtime environment. In addition to the default environment, you can specify a VM image or a custom container, so that scheduled runs use the same dependencies as your interactive environment.

Ensure that scheduler-jupyter-plugin is at version 0.1.8 or later for these features to be accessible. For more information, see Schedule a notebook run.

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Workbench: Validierung des Metadatenschlüssels notebook-upgrade-schedule

Der Wert des Metadatenschlüssels notebook-upgrade-schedule wird beim Erstellen oder Aktualisieren einer Workbench-Instanz nun geprüft und muss ein einzeiliger Zeitplan im unix-cron-Format sein.

Agent Platform Workbench

v2

Fixed

Scheduled upgrade metadata is validated

The value of the notebook-upgrade-schedule metadata key is now validated when you create or update an Agent Platform Workbench instance. The value must be a single-line unix-cron format schedule. For more information, see Manage features through metadata.

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Workbench: Schnelleres Dateibrowsing und automatisches Re-Mounten

Terminal und Dateibrowser reagieren bei eingebundenen Cloud-Storage-Buckets schneller, diese Buckets werden nach Neustart automatisch erneut eingebunden, und das veraltete Paket google-cloud-sdk wird nicht mehr installiert.

Agent Platform Workbench

v2

Change

20260830-2330-rc0 Release

Change

20260831.01_p0 Release

Change

Installed latest packages from upstream dependencies.

Change

Installed latest packages from upstream dependencies.

Fixed

The terminal and file browser are now more responsive when working in a Cloud Storage bucket that is mounted through the file browser. Frequent background checks for non-existent files are now cached instead of repeatedly querying Cloud Storage, which previously could make actions such as listing files or running terminal commands take several seconds.

Fixed

Cloud Storage buckets that you mount through the file browser are now automatically re-mounted after the instance is restarted or is stopped and started. Previously the mounted folder could be left behind as an empty, unusable directory that had to be manually removed and re-mounted.

Change

The obsolete google-cloud-sdk transitional package is no longer installed. The Google Cloud CLI itself is unchanged; it was already provided by the google-cloud-cli package.

Change

20260830-2230-rc0 Release

Change

20260830-2230-rc0 Release

Change

Installed latest packages from upstream dependencies.

Change

Installed latest packages from upstream dependencies.

Fixed …

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Workbench: Geplante Notebook-Läufe melden Endstatus bei Credential-Ausfall

Geplante Notebook-Ausführungen melden nun ihren Endstatus, wenn die Zugangsdaten des Ausführungsnutzers mitten im Lauf ungültig werden, statt bis zum Timeout weiterzulaufen.

Agent Platform Workbench

v2

Change

20260823-2330-rc0 Release

Change

20260823-2330-rc0 Release

Change

Installed latest packages from upstream dependencies.

Change

Installed latest packages from upstream dependencies.

Change

20260823-2230-rc0 Release

Change

20260823-2230-rc0 Release

Change

Installed latest packages from upstream dependencies.

Change

Installed latest packages from upstream dependencies.

Change

20260823-2130-rc0 Release

Fixed

Scheduled notebook executions now report their final status when the execution user's credentials stop working part way through a run, instead of continuing until the execution timeout.

Change

Installed latest packages from upstream dependencies.

Change

M147 Release

Fixed

Scheduled notebook executions now report their final status when the execution user's credentials stop working part way through a run, instead of continuing until the execution timeout.

Change

Installed latest packages from upstream dependencies.

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Workbench: Sicherheitsupdates, CUDA 12.9.2 und Ende von JupyterLab 3

Die Workbench-Releases aktualisieren Ruby-Gems, aiohttp, joblib und cryptography gegen bekannte Schwachstellen, heben das CUDA-Basisimage von 12.8.1 auf 12.9.2 an und entfernen die JupyterLab-3-Umgebung aus dem Python-3.12-Custom-Container.

Agent Platform Workbench

v2

Change

20260816-2330-rc0 Release

Change

20260816-2330-rc0 Release

Security

Updated the bundled Ruby gems rexml and net-imap to patched versions, addressing known vulnerabilities.

Security

Updated aiohttp, joblib and cryptography to patched versions, addressing known vulnerabilities including CVE-2022-21797 and CVE-2025-69223.

Change

Installed latest packages from upstream dependencies.

Change

Updated the CUDA base image from 12.8.1 to 12.9.2 (CUDA 12.9, cuDNN 9.10). This is a minor CUDA 12 update, binary compatible with the previous image, and also addresses known vulnerabilities in a bundled NVIDIA profiler component.

Security

Updated the bundled Ruby gems rexml and net-imap to patched versions, addressing known vulnerabilities.

Deprecated

Removed the JupyterLab 3 environment from the Python 3.12 custom container; JupyterLab 4 is now the only JupyterLab environment and is always used. The Python 3.10 images are unaffected.

Security

Updated aiohttp, joblib and cryptography to patched versions, addressing known vulnerabilities including CVE-2022-21797 and CVE-2025-69223.

Change

Installed latest packages from upstream dependencies.

Change

20260816-2230-rc0 Release

Change

20260816-2230-rc0 Release

Change

Installed latest packages from upstream dependencies.

Change

Installed latest packages from upstream dependencies.

Change …

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Workbench: Git-Panel-Buttons repariert, NVIDIA-Treiber aktualisiert

Die ausgegrauten Buttons im Git-Panel, verursacht durch das JupyterLab-Git-Plugin ab Version 0.54.0, funktionieren wieder, und der NVIDIA-GPU-Treiber auf Debian-12-Images wurde von 580.65.06 auf 580.126.20 aktualisiert.

Agent Platform Workbench

v2

Change

Installed latest packages from upstream dependencies.

Change

20260809-2330-rc0 Release

Change

Installed latest packages from upstream dependencies.

Change

20260809-2330-rc0 Release

Fixed

Fixed the Git panel's grayed out buttons which were disabled due to an issue with the Jupyter Lab's Git plugin introduced in version 0.54.0.

Change

20260809-2230-rc0 Release

Change

Installed latest packages from upstream dependencies.

Fixed

Fixed the Git panel's grayed out buttons which were disabled due to an issue with the Jupyter Lab's Git plugin introduced in version 0.54.0.

Change

20260809-2230-rc0 Release

Change

Installed latest packages from upstream dependencies.

Change

20260809-2130-rc0 Release

Change

Updated the NVIDIA GPU driver on Workbench Debian 12 images from 580.65.06 to 580.126.20 for compatibility with the Debian 12 6.1.0-52 kernel.

Change

Installed latest packages from upstream dependencies.

Fixed

Fixed the Git panel's grayed out buttons which were disabled due to an issue with the Jupyter Lab's Git plugin introduced in version 0.54.0.

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Workbench: Fixes für Gemini-CLI-Auto-Reload und micromamba

Die JupyterLab-Erweiterungen last-active und auto-reload sind nur noch bei konfiguriertem Gemini CLI aktiv, was das stille Zurücksetzen von Dateiänderungen und Kernel-Unterbrechungen behebt, und das Erstellen neuer micromamba-Umgebungen scheitert nicht mehr an Cache-Berechtigungen.

Agent Platform Workbench

v2

Change

20260802-2330-rc0 Release

Change

20260802-2330-rc0 Release

Fixed

Fixed issue with JupyterLab UI silently reverting file changes and interrupting kernels due to Gemini CLI's auto reload extension.

Change

The JupyterLab last-active and auto-reload extensions are now enabled only when Gemini CLI is configured, preventing them from affecting the native JupyterLab UI otherwise.

Change

Installed latest packages from upstream dependencies.

Fixed

Fixed issue with JupyterLab UI silently reverting file changes and interrupting kernels due to Gemini CLI's auto reload extension.

Change

The JupyterLab last-active and auto-reload extensions are now enabled only when Gemini CLI is configured, preventing them from affecting the native JupyterLab UI otherwise.

Change

Installed latest packages from upstream dependencies.

Fixed

Fixed an error that could prevent creating new micromamba environments at runtime due to package cache permissions.

Fixed

Fixed an error that could prevent creating new micromamba environments at runtime due to package cache permissions.

Change

20260802-2230-rc0 Release

Change

20260802-2230-rc0 Release

Fixed

Fixed issue with JupyterLab UI silently reverting file changes and interrupting kernels due to Gemini CLI's auto reload extension.

Change …

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Workbench: Fixes für Git-Buttons, micromamba und CA-Zertifikate

Die Workbench-Releases beheben deaktivierte Pull- und Push-Buttons durch Festlegen von jupyterlab-git auf 0.53.0, Fehler beim Erstellen von micromamba-Umgebungen sowie TLS-Prüffehler, indem interne Agenten nun auf dem Host installierte eigene CA-Zertifikate akzeptieren.

Agent Platform Workbench

v2

Change

M145 Release

Change

20260730-2130-rc0 Release

Change

Installed latest packages from upstream dependencies.

Change

Installed latest packages from upstream dependencies.

Fixed

Fixed issue with JupyterLab UI silently reverting file changes and interrupting kernels due to Gemini CLI's auto reload extension.

Change

The JupyterLab last-active and auto-reload extensions are now enabled only when Gemini CLI is configured, preventing them from affecting the native JupyterLab UI otherwise.

Fixed

Fixed the JupyterLab Git extension's Pull and Push buttons being disabled by pinning jupyterlab-git to 0.53.0.

Fixed

Fixed the JupyterLab Git extension's Pull and Push buttons being disabled by pinning jupyterlab-git to 0.53.0.

Fixed

Fixed an error that could prevent creating new micromamba environments at runtime due to package cache permissions.

Fixed

Fixed an error that could prevent creating new micromamba environments at runtime due to package cache permissions.

Fixed

Workbench internal agents now trust custom and enterprise CA certificates installed on the host operating system, fixing TLS certificate verification failures for connections routed through the instance proxy.

Fixed …

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Workbench: Secure Boot mit GPUs und neue Image-Releases

Secure Boot lässt sich nun auf Workbench-Instanzen mit GPU aktivieren (unterstützt auf workbench-instances-2603 und workbench-container-2606 mit signiertem NVIDIA-Treiber), außerdem wurden die cupy-Installation und eine Race Condition behoben, die JupyterLab auf GPU-Instanzen unerreichbar machte (HTTP 524).

Agent Platform Workbench

v2

Feature

Agent Platform Workbench image release

The following Agent Platform Workbench instances image releases are available:

  • 20260712-2130-rc0 (workbench-instances-2603 - Debian 12)
    • Installed latest packages from upstream dependencies.
    • Fixed broken cupy installation.
  • M144 (workbench-instances - Debian 11)
    • Installed latest packages from upstream dependencies.
    • Fixed a race condition that could cause JupyterLab to be unreachable (HTTP 524) on GPU instances.

Change

M144 Release

Change

20260712-2130-rc0 Release

Change

Installed latest packages from upstream dependencies.

Change

Installed latest packages from upstream dependencies.

Fixed

Fixed a race condition that could cause JupyterLab to be unreachable (HTTP 524) on GPU instances.

Fixed

Fixed broken cupy installation.

Feature

Secure Boot is compatible with GPUs

You can now enable Secure Boot on Agent Platform Workbench instances that have a GPU attached. Secure Boot with GPUs is supported on the workbench-instances-2603 VM image and the workbench-container-2606 custom container, which include a Secure Boot-signed NVIDIA GPU driver so the driver loads under Secure Boot. For more information, see Create an instance.

Feature

Secure Boot is compatible with GPUs …

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