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
powershell_heavy
windows_tools
windows_first
missing_linux_example
Summary
The documentation page exhibits a strong Windows bias. All command-line examples for device configuration and management use PowerShell cmdlets, with no equivalent Linux shell commands or guidance. The workflow and prerequisites repeatedly reference connecting to the PowerShell interface, and all automation and scripting examples are Windows-centric. While the VM image can be Windows or Linux, there are no Linux-specific instructions, tools, or examples for managing the device or configuring NUMA/vCPU reservations. References to NUMA support link to Windows documentation, and there is no mention of Linux alternatives or parity.
Recommendations
  • Provide equivalent Linux shell commands (e.g., bash, SSH, relevant Linux utilities) for all PowerShell cmdlets used in device management and configuration.
  • Document how to connect to and manage the device from a Linux environment, including any supported management interfaces or APIs.
  • Include Linux-specific troubleshooting and monitoring guidance, especially for NUMA and vCPU reservations.
  • Reference Linux documentation for NUMA architecture and management, not just Windows.
  • Clarify any limitations or differences in device management between Windows and Linux, and offer parity where possible.
GitHub Create Pull Request

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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets