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
powershell_heavy
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a notable Windows bias. All code examples are in C# using the Batch .NET library, and the only VM configuration example uses a Windows image. Task command lines use Windows-specific syntax (cmd /c), and there are no Linux shell or cross-platform examples. Environment variable usage is explained for both platforms, but Windows is always presented first and in more detail. There is no mention of Linux-specific tools, patterns, or troubleshooting, and no sample code for Linux node configuration or task execution.
Recommendations
  • Add Linux-specific examples for pool and task creation, including VM configuration using Linux images.
  • Provide sample task command lines using Linux shell syntax (e.g., bash -c).
  • Include code snippets in other supported languages (e.g., Python, REST API) that demonstrate Linux usage.
  • Document differences in application package deployment and troubleshooting for Linux nodes.
  • Present Windows and Linux examples side-by-side or alternate which is shown first.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-18 00:00 #266 completed Biased Biased
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-12 00:00 #243 cancelled 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