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 exhibits a Windows bias by exclusively deploying the solution on a Windows 11 Enterprise VM, instructing users to use RDP and Windows command prompt, and only mentioning Windows IoT Enterprise as the recommended production OS. Linux deployment options, native Linux VMs, or direct Linux instructions are missing. The use of WSL is presented as a workaround within Windows rather than supporting Linux as a first-class platform. There are no examples or guidance for deploying the solution natively on Linux, nor are Linux tools or patterns discussed.
Recommendations
  • Provide instructions for deploying the production line simulation and Edge infrastructure on a native Linux VM (e.g., Ubuntu, CentOS), including setup steps for Docker, K3s, and Kubernetes.
  • Offer Linux-first deployment options in the ARM template or deployment scripts, and clarify OS requirements for both Windows and Linux.
  • Include examples for connecting via SSH to Linux VMs, and using Linux terminal commands directly, rather than relying on RDP and Windows command prompt.
  • Mention Linux equivalents for Windows IoT Enterprise, such as Ubuntu Core or other industrial Linux distributions, and discuss their suitability.
  • Ensure all shell scripts and tools are compatible with Linux environments and document any platform-specific differences.
  • Add troubleshooting tips for Linux users, such as common issues with Docker, K3s, or networking on Linux.
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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