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
Summary
The documentation provides both Bash and PowerShell command examples for certificate management and secret handling, but consistently lists PowerShell examples immediately after Bash, and occasionally refers to Windows deployment options before Linux. There is a slight preference for Windows tools and patterns, such as explicit mention of Azure Kubernetes Service Edge Essentials for Windows and PowerShell scripting, while Linux equivalents (Ubuntu/K3s) are mentioned but not emphasized. All command-line examples are given for both platforms, but the ordering and explicit references suggest a mild Windows-first and PowerShell-heavy bias.
Recommendations
  • Alternate the order of Bash and PowerShell examples so that Linux users see their commands first in some sections.
  • Explicitly state Linux/Ubuntu/K3s options before or alongside Windows/AKS Edge Essentials in prerequisite and deployment sections.
  • Where possible, provide additional Linux-specific tips or troubleshooting notes to match the level of detail given for Windows.
  • Ensure parity in screenshots and UI instructions by referencing both Linux and Windows environments when applicable.
  • Consider including a summary table of commands for both Bash and PowerShell at the end of each section for quick reference.
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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
2025-09-05 00:00 #102 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

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