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 Windows bias by exclusively referencing PowerShell for device access and GPU monitoring (e.g., 'connect to the PowerShell interface', 'Get-HcsNvidiaSmi' command), without providing equivalent Linux shell or command-line examples. There is no mention of standard Linux tools or workflows for GPU management, and all operational instructions assume a Windows-centric environment.
Recommendations
  • Provide equivalent Linux shell commands for GPU monitoring (e.g., using 'nvidia-smi' directly in bash).
  • Include instructions for accessing the device via SSH or Linux terminal, not just PowerShell.
  • Mention and demonstrate Linux-native tools and workflows for GPU management alongside Windows/PowerShell examples.
  • Ensure that examples and instructions are presented in a platform-neutral way, or provide both Windows and Linux variants side-by-side.
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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