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
missing_linux_example
Summary
The documentation demonstrates a strong Windows bias throughout. All examples and instructions for setting up the on-premises environment, user and group management, and certificate creation are based on Windows tools (Server Manager, MMC, RDP, Microsoft Entra ID Users and Computers). PowerShell is the only scripting language used for automation, with no Bash or Linux CLI equivalents. There are no instructions or examples for performing these tasks on Linux systems, nor is there mention of Linux-based alternatives for domain controllers, certificate management, or remote access. The workflow assumes the use of Windows VMs and Windows-centric administrative patterns.
Recommendations
  • Provide equivalent instructions for setting up the on-premises environment using Linux-based domain controllers (e.g., Samba/SSSD with MIT Kerberos).
  • Include examples using Bash scripts and Azure CLI commands alongside PowerShell for resource provisioning and network configuration.
  • Offer guidance for managing users, groups, and certificates using Linux tools (e.g., ldapadd, openssl, certtool) and remote access via SSH.
  • Clarify which steps are Windows-specific and which can be performed on Linux, and provide links or references to Linux-focused documentation.
  • Ensure parity in screenshots and UI walkthroughs by including Linux desktop or CLI environments where applicable.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets