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Diagnose GPU incidents on AKS v1.0.0

Use this resource to diagnose a GPU or KAITO incident on an AKS cluster in read-only mode

New

  • 477 downloads
  • 178 likes
  • 229 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install aks-gpu-incident-diagnosis

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent collects available evidence such as events, status, GPU profile and DCGM metrics, then identifies the likely cause of a pending GPU pod or an out-of-memory failure. It makes no changes to the cluster.

Mostly picked by

Updated November 2, 2026

Card for the “Diagnose GPU incidents on AKS” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: diagnosis workflow and execution conditions
  • references/: GPU observability, scheduling, KAITO workspaces and scaling costs

Good fit for

  • A pod requests a GPU and stays Pending
  • A model fails to load with a memory error

Not for

    Tags

    • aks
    • gpu
    • kaito
    • diagnosis
    • inference

    About

    You say

    “My inference pod stays Pending with Insufficient nvidia.com/gpu: why?”

    Card for the “Diagnose GPU incidents on AKS” skill

    Skill published by microsoft under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to diagnose a GPU or KAITO incident on an AKS cluster in read-only mode
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/gpu-cost-and-scaling.md1.6 KB
    • references/gpu-observability.md2.7 KB
    • references/gpu-scheduling.md3.3 KB
    • references/kaito-workspaces.md1.8 KB
    • SKILL.md3 KB

    Origin and licence

    Listed unmodified

    Author
    microsoft
    Source
    github.com/microsoft/azure-skills/tree/e484244aad82d80bd640d44b2bea92b03bddf559/.github/plugins/aks-skills/skills/aks-gpu-inference
    Licence
    MIT

    Notice

    « aks-gpu-inference » (microsoft, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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