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
windows_tools
missing_linux_example
Summary
The documentation page exhibits mild Windows bias, particularly in the endpoint management and VM sizing sections. Windows-specific tools (SysPrep, PsGetSid) and endpoint management scenarios are described in detail, while Linux equivalents are not mentioned. GPU VM sizes for visualization are explicitly labeled as '(Windows only)' with no Linux alternatives or guidance. There are no Linux-specific examples or tools referenced, and Windows scenarios are presented first or exclusively in relevant sections.
Recommendations
  • Include Linux-specific endpoint management guidance, such as how to handle machine identity and configuration for Linux VMs.
  • Mention Linux tools or approaches analogous to SysPrep and PsGetSid for managing and verifying machine identity.
  • Clarify GPU VM size support for Linux, and provide examples or guidance for remote visualization and streaming on Linux VMs.
  • Ensure that examples and recommendations are provided for both Windows and Linux environments where applicable, especially in sections discussing VM images, endpoint management, and specialized VM use cases.
  • Add explicit Linux usage scenarios and troubleshooting tips to balance the Windows-centric content.
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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 Biased Biased
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