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
windows_first
missing_linux_example
Summary
The documentation demonstrates a Windows bias in several ways: PowerShell is used as the primary CLI for both Windows and Linux examples, with commands and sample outputs shown from a Windows PowerShell prompt, even for Linux VMs. Windows-specific tools and file paths are referenced first and in more detail. Linux instructions are present but often rely on Windows-based tooling and lack parity in native Linux command-line examples (e.g., Azure CLI, Bash). There are missing Linux-native examples for deployment, tracking, and removal of extensions.
Recommendations
  • Provide Linux-native command-line examples using Bash and Azure CLI (az) for all steps, including deployment, tracking, and removal of GPU extensions.
  • Show sample outputs from a Linux terminal (e.g., bash prompt) for Linux VMs, rather than PowerShell on Windows.
  • List Linux instructions and examples before or alongside Windows instructions, not after.
  • Reference Linux file paths and tools (e.g., ~/.ssh, /var/log) in context, and avoid using Windows paths for Linux VM operations.
  • Clarify that PowerShell Core is cross-platform, but also offer native Linux alternatives for users who do not use PowerShell.
  • Ensure troubleshooting and verification steps include Linux-native commands and log file locations.
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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