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 exhibits a strong Windows bias. All command-line examples use PowerShell, and device management commands (e.g., Get-HcsGpuNvidiaSmi, New-HcsKubernetesUser) are shown only in PowerShell syntax. File paths and instructions reference Windows directories (e.g., C:\Users\<username>\.kube), and kubectl usage is demonstrated from a Windows shell. There are no Linux shell equivalents, nor any mention of Linux-specific workflows or tools. The prerequisites and instructions assume the client system is Windows, with only a brief mention of supported OS and a specific requirement for PowerShell if using Windows. The documentation does not provide parity for Linux users, omitting bash examples, Linux file paths, or guidance for non-Windows environments.
Recommendations
  • Provide Linux/bash equivalents for all PowerShell commands, including device management and kubectl usage.
  • Include Linux file path examples (e.g., ~/.kube/config) alongside Windows paths.
  • Clarify which commands and workflows are OS-agnostic and which require platform-specific steps.
  • Add explicit instructions for Linux users in the prerequisites and throughout the deployment steps.
  • Mention and demonstrate use of Linux-native tools (e.g., bash, ssh) where appropriate.
  • Ensure screenshots and UI references are not Windows-specific, or provide Linux alternatives if applicable.
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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