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 for connecting to the device, managing users, and monitoring workloads are exclusively shown with Windows tools and paths (e.g., C:\Users, PS C:\WINDOWS\system32>). There are no Linux shell equivalents, and the workflow assumes the user is operating from a Windows client. Even when using cross-platform tools like kubectl, the examples and file paths are Windows-centric. Linux users are not provided with guidance or examples for performing these tasks.
Recommendations
  • Provide equivalent Linux shell examples for all PowerShell commands (e.g., bash commands for connecting, managing users, and monitoring workloads).
  • Include instructions for saving kubeconfig files in Linux home directories (e.g., ~/.kube/config) and using Linux file paths.
  • Mention supported Linux operating systems explicitly and clarify any differences in prerequisites or setup steps.
  • Show how to run kubectl and other commands from a Linux terminal, including example outputs.
  • If device management commands (e.g., Get-HcsGpuNvidiaSmi, New-HcsKubernetesUser) are only available via PowerShell, clarify this limitation and suggest any available alternatives for Linux users.
  • Ensure screenshots and UI instructions are not Windows-specific, or provide Linux equivalents 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