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 examples for certificate management and secret patching, but PowerShell commands are presented alongside Bash rather than as secondary or alternative options. In the prerequisites, Windows deployment options are mentioned before Ubuntu, and Azure Kubernetes Service Edge Essentials (Windows) is listed before K3s (Linux). There are no Linux-specific tools or troubleshooting steps, and the use of PowerShell may suggest a slight preference for Windows environments. However, most command-line examples use cross-platform tools (kubectl, wget), and the tutorial generally supports both platforms.
Recommendations
  • Explicitly state Linux and Windows parity in all command-line sections, and clarify which commands are for which OS.
  • Provide Linux-first ordering in deployment instructions or alternate between Windows and Linux to avoid implicit prioritization.
  • Add troubleshooting steps or tips specific to Linux environments (e.g., file permissions, shell differences).
  • Include references to Linux-native tools (e.g., curl as an alternative to wget) and clarify any PowerShell-specific syntax.
  • Ensure screenshots and UI instructions are not Windows-centric (e.g., avoid showing only Windows-style paths or environments).
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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

Flagged Code Snippets