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

Bias Types:
⚠️ powershell_heavy
⚠️ windows_tools
⚠️ windows_first
⚠️ missing_linux_example
Summary:
The documentation demonstrates a moderate Windows bias. PowerShell is referenced as the primary CLI tool for managing VM extensions (e.g., removing GPU extensions), with no mention of Linux CLI alternatives such as Azure CLI or Bash scripts. Troubleshooting and extension removal instructions are Windows/PowerShell-centric, and the only explicit OS-specific troubleshooting note is for Windows 2016 VHD. While Linux is mentioned (notably for Red Hat images and Linux tabs in linked content), Linux-specific examples, commands, or parity in tool usage are missing or deferred to external links. Windows tools and patterns are mentioned first or exclusively in several places.
Recommendations:
  • Provide equivalent Linux command-line instructions (e.g., using Azure CLI or Bash) wherever PowerShell is referenced, especially for tasks like removing GPU extensions.
  • Include explicit Linux examples or screenshots alongside Windows ones, particularly in sections about extension management and troubleshooting.
  • Ensure that troubleshooting notes and caveats are balanced for both Windows and Linux VMs.
  • When referencing external links for Linux steps, summarize key steps inline to improve parity and visibility.
  • Adopt a neutral ordering (e.g., 'Windows or Linux') or alternate which OS is mentioned first to avoid implicit prioritization.
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Scan History

Date Scan ID Status Bias Status
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-12 00:58 #8 cancelled ✅ Clean
2025-07-10 05:06 #7 processing ✅ Clean

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