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
powershell_heavy
windows_tools
windows_first
Summary
The documentation provides parity for both Linux and Windows VM image creation with Azure Image Builder, including Bicep and ARM template examples. However, there are several areas where Windows-specific tools (PowerShell, WindowsRestart, WindowsUpdate customizers) and instructions are emphasized, sometimes before Linux equivalents. SHA256 checksum generation is shown with PowerShell first, and Windows-specific customizers (PowerShell, WindowsRestart, WindowsUpdate) are described in detail, while Linux customizers (Shell) are less prominent. Some sections (e.g., restart customizer) note the absence of Linux equivalents. PowerShell commands and tools are referenced more frequently, and sometimes before Linux/CLI alternatives.
Recommendations
  • Ensure Linux and macOS examples (e.g., shell commands, checksum generation) are shown alongside or before Windows/PowerShell examples.
  • Provide more detailed Linux customizer examples, including advanced shell scripting and error handling.
  • Where Windows-only customizers exist (e.g., WindowsRestart), clarify Linux alternatives or explicitly state limitations.
  • Balance the order of examples so Linux and Windows are treated equally, or alternate which is shown first.
  • Reference Linux tools (e.g., sha256sum, wget, curl) equally with Windows tools (PowerShell, Invoke-WebRequest).
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Scan History

Date Scan Status Result
2026-03-10 00:00 #476 in_progress Biased Biased
2026-03-09 00:00 #472 in_progress Biased Biased
2026-03-08 00:00 #468 in_progress Biased Biased
2026-03-07 00:00 #464 in_progress Biased Biased
2026-03-06 00:00 #460 in_progress Biased Biased
2026-03-05 00:00 #456 in_progress Biased Biased
2026-03-04 00:00 #452 in_progress Biased Biased
2026-03-03 00:00 #448 in_progress Biased Biased
2026-03-02 00:00 #444 in_progress Biased Biased
2026-03-01 00:00 #440 in_progress Biased Biased
2026-02-28 00:00 #436 in_progress Biased Biased
2026-02-27 00:00 #432 in_progress Biased Biased
2026-02-26 00:00 #428 in_progress Biased Biased
2026-02-25 00:00 #424 in_progress Biased Biased
2026-02-23 00:00 #416 in_progress Biased Biased
2026-02-22 00:00 #412 in_progress Biased Biased
2026-02-21 00:00 #408 in_progress Biased Biased
2026-02-20 00:00 #404 in_progress Biased Biased
2026-02-19 00:00 #400 in_progress Biased Biased
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Biased Biased
2026-02-14 00:00 #380 in_progress Biased Biased
2026-02-13 00:00 #376 in_progress Biased Biased
2026-02-12 00:00 #372 in_progress Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

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