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_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a strong Windows bias. All command-line examples use PowerShell, and instructions reference Windows-specific paths (e.g., C:\Users\<username>\.kube, PS C:\WINDOWS\system32>). There are no Linux shell equivalents, and the use of Windows-specific tools and conventions (PowerShell cmdlets like Get-HcsGpuNvidiaSmi, New-HcsKubernetesUser, Grant-HcsKubernetesNamespaceAccess) is pervasive. The documentation assumes the client system is Windows, mentioning PowerShell requirements and omitting any guidance for Linux users. No Linux shell commands, file paths, or alternative workflows are provided.
Recommendations
  • Provide Linux shell equivalents for all PowerShell commands, including kubectl usage, file paths, and environment setup.
  • Include instructions for saving Kubernetes config files in Linux home directories (e.g., ~/.kube/config) and using Linux file system conventions.
  • Mention supported Linux distributions explicitly and provide prerequisites for Linux clients.
  • Add examples of connecting to the device and running commands from a Linux terminal (bash, zsh, etc.).
  • Clarify whether the PowerShell cmdlets have Linux-compatible alternatives or provide Docker/Kubernetes-native commands where possible.
  • Ensure screenshots and UI instructions are OS-agnostic or provide Linux-specific visuals where relevant.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets