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
windows_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation demonstrates a Windows bias in several ways: Windows tools and troubleshooting steps (PowerShell, WinRM, WMI, Registry Editor, Control Panel) are mentioned first and in greater detail than their Linux equivalents. Many error codes and remediation steps focus on Windows-specific technologies, with Linux guidance often appearing later or in less detail. Some troubleshooting and validation examples are provided only for Windows (e.g., Registry Editor, WMI configuration), and Linux instructions are sometimes missing or less emphasized.
Recommendations
  • Ensure Linux troubleshooting steps are provided alongside Windows steps for all error codes, especially where only Windows tools (e.g., Registry Editor, WMI, PowerShell) are referenced.
  • Present Linux and Windows instructions in parallel, rather than listing Windows first or in more detail.
  • Include Linux-specific error codes and remediation steps where applicable, such as SELinux/AppArmor, systemd, SSH configuration, and file permissions.
  • Provide Linux command-line examples and configuration steps for all scenarios where Windows commands (PowerShell, Registry Editor) are given.
  • Clarify when a step is Windows-only and offer equivalent Linux guidance or explicitly state if not applicable.
  • Expand Linux troubleshooting for agent-based analysis, including guidance for common Linux agent installation and connectivity issues.
  • Review and balance the depth of examples and explanations for both platforms to ensure parity.
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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
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets