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
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a Windows bias in several ways: deployment instructions exclusively use a Windows 11 Enterprise VM, with no mention of Linux VM alternatives; connection and setup steps (RDP, Windows command prompt) are Windows-centric; installation of Linux tools (WSL, K3S) is performed within Windows via WSL rather than on native Linux; and references to Windows-specific editions (Windows IoT Enterprise LTSC) are present. There are no examples or guidance for deploying the solution directly on Linux VMs or using Linux-native workflows, and Linux is only introduced as a subsystem within Windows rather than as a first-class platform.
Recommendations
  • Provide parallel instructions for deploying the solution on a native Linux VM (e.g., Ubuntu, CentOS), including setup, simulation, and edge infrastructure.
  • Include Linux-specific connection methods (SSH, SCP) and command-line usage, rather than only RDP and Windows command prompt.
  • Offer guidance for installing and running K3S, Docker, and the production line simulation directly on Linux, without requiring WSL.
  • Mention Linux-compatible OS options for production scenarios, such as Ubuntu Server or Red Hat Enterprise Linux, alongside Windows IoT Enterprise.
  • Ensure all scripts and automation steps are tested and documented for Linux environments.
  • Highlight cross-platform compatibility and any platform-specific considerations or limitations.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets