Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
windows_first
powershell_mention
Summary
The documentation briefly mentions Windows and Azure PowerShell as options for creating AKS clusters, but all actual usage examples and instructions are Linux-oriented (Azure CLI and bash/kubectl). No Windows-specific tools, examples, or PowerShell commands are provided for the main AMD GPU workflow. The mention of Windows comes before Linux in the list of unsupported OSes and in the cluster creation options, but does not impact the ability of Linux/macOS users to follow the guide.
Recommendations
  • List Linux options first when describing cluster creation methods to emphasize Linux parity.
  • Clarify that all examples use Azure CLI and bash/kubectl, and provide explicit guidance for users on Windows (e.g., using WSL or Azure CLI for Windows).
  • Remove or de-emphasize references to Azure PowerShell unless PowerShell-specific instructions are provided.
  • Explicitly state that the workflow is Linux-focused and that Windows node pools are not supported for AMD GPUs.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #253 completed Clean Clean
2026-01-13 00:00 #249 completed Biased Biased