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 referencing Windows-specific tools (WSL). There are no instructions or examples for deploying or operating the solution natively on Linux, nor is there guidance for Linux VMs or environments. Linux usage is only introduced via WSL, which itself is a Windows feature, rather than supporting Linux as a first-class platform.
Recommendations
  • Provide instructions for deploying the production line simulation and edge infrastructure on native Linux VMs (e.g., Ubuntu, CentOS), including setup steps for Docker, K3s, and Kubernetes.
  • Include Linux-native commands for installation and operation, such as SSH access, bash shell usage, and service management.
  • Offer parity in example workflows, showing both Windows and Linux deployment paths side-by-side.
  • Clarify platform requirements and support for both Windows and Linux, and avoid implying Windows is the default or only supported option.
  • Reference cross-platform tools and avoid reliance on Windows-only features (e.g., WSL, RDP) when alternatives exist (e.g., SSH, native Linux shells).
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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