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
Summary
The documentation page demonstrates a Windows bias in several ways. The SSH connection example uses the 'cmd' code block type, which is associated with Windows command prompt, even though the actual command is cross-platform. In the 'Clean up resources' section, PowerShell is mentioned as a primary method for deleting clusters, and Windows tools are referenced before Linux equivalents. There is no explicit Linux example or parity in tool recommendations, and the documentation does not provide Linux-specific instructions or alternatives.
Recommendations
  • Use neutral or platform-appropriate code block types (e.g., 'bash' instead of 'cmd') for cross-platform commands.
  • Provide explicit Linux examples and instructions alongside Windows examples, especially for cluster management and resource cleanup.
  • Mention Linux tools (such as Bash scripts or Azure CLI on Linux) before or alongside Windows tools like PowerShell.
  • Clarify that commands (such as SSH) work on both Windows and Linux, and provide guidance for both platforms.
  • Add links to Linux-specific documentation or tutorials where relevant.
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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 Clean Clean
2026-01-08 00:53 #231 completed Clean Clean
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 Clean Clean

Flagged Code Snippets