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
missing_linux_example
windows_first
Summary
The documentation page demonstrates a Windows bias by exclusively referencing PowerShell for device interaction and monitoring GPU usage (Get-HcsNvidiaSmi), without providing equivalent Linux shell commands or examples. The workflow and tooling described (PowerShell interface, Windows-centric commands) are presented as the default or only method, with no mention of Linux alternatives or parity. There are no Linux shell examples, and the documentation does not address how users on Linux or non-Windows platforms can perform the same tasks.
Recommendations
  • Include Linux shell (bash) examples for monitoring GPU usage, such as using nvidia-smi directly from a Linux terminal.
  • Document how to access the device from Linux systems, including SSH instructions if supported.
  • Provide equivalent Linux commands or scripts for tasks currently described only with PowerShell.
  • Clarify whether the device supports both Windows and Linux management interfaces, and provide guidance for both.
  • Ensure that examples and instructions are presented in parallel for Windows and Linux users, or at least mention Linux alternatives where 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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets