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
windows_tools
missing_linux_example
Summary
The documentation page exhibits mild Windows bias in the 'Before you begin' section, where Windows (PowerShell) and Azure portal options are mentioned alongside Azure CLI for cluster creation, with PowerShell listed before Linux-native options. However, all actual command-line examples throughout the page use Azure CLI, which is cross-platform and compatible with Linux, macOS, and Windows. There are no PowerShell-only instructions or Windows-specific command examples for the main workflow. The limitations section clearly states that Windows node pools are not supported for this GPU feature, and Linux (Ubuntu, Azure Linux) is the default and only supported OS for managed GPU node pools.
Recommendations
  • List Linux-native options (Azure CLI) before Windows/PowerShell in the 'Before you begin' section to reinforce Linux parity.
  • Clarify that Azure CLI commands are cross-platform and provide links to Linux/macOS installation guides.
  • Remove or de-emphasize PowerShell/Windows references in the cluster creation prerequisites, or provide explicit Linux/macOS instructions if PowerShell is mentioned.
  • Ensure all example commands are explicitly marked as cross-platform where relevant.
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Scan History

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