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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a mild Windows bias. Windows-specific features (such as Hybrid Benefit licensing and Secure Boot/TPM options) are described in detail, and Windows is mentioned first or exclusively in several places (e.g., HybridBenefit defaults to Windows_Server). There are no explicit Linux-specific examples or instructions, and some attributes (like KeyPairLocation) are ambiguous about Linux/Windows differences. The documentation does mention Linux images and Jetpack installation, but does not provide parity in terms of Linux-specific configuration, troubleshooting, or examples.
Recommendations
  • Add explicit Linux configuration examples, such as specifying SSH keys, user data, or cloud-init for Linux nodes.
  • Provide Linux-first or Linux-equivalent instructions for attributes that differ between Windows and Linux (e.g., KeyPairLocation, Jetpack installation).
  • Include troubleshooting or best practices for Linux nodes, such as handling SSH connectivity, file permissions, or OS extension installation.
  • Ensure that Windows-specific features (like HybridBenefit, Secure Boot, TPM) are clearly marked as Windows-only, and provide Linux alternatives or note their irrelevance for Linux.
  • Balance the order of presentation so that Linux and Windows options are given equal prominence, or alternate which is mentioned first.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
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

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