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
powershell_heavy
windows_tools
windows_first
missing_linux_example
Summary
The documentation page displays a notable Windows bias. All command-line examples are written in PowerShell syntax, including variable assignment and command chaining, which are not directly usable on Linux/macOS shells. Windows-specific tools and patterns (e.g., Restart-Service, Start-Sleep) are referenced without Linux equivalents. Instructions for configuring a management machine explicitly link to a Windows setup script, with no mention of Linux/macOS alternatives. There are no bash or cross-platform CLI examples, and Windows approaches are presented first and exclusively.
Recommendations
  • Provide equivalent bash shell examples for all PowerShell commands, especially for az CLI usage and node pool creation.
  • Document Linux/macOS setup steps for the management host, including installation of Azure CLI, kubectl, Helm, and required extensions.
  • Reference Linux/macOS tools and commands for GPU driver installation and service management (e.g., systemctl instead of Restart-Service).
  • Clearly indicate which steps are OS-specific and offer parity for Linux/macOS users.
  • Reorder examples or provide parallel instructions to avoid Windows-first presentation.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-14 00:00 #251 completed Biased Biased
2026-01-13 00:00 #247 completed Biased Biased
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets