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_tools
windows_first
Summary
The documentation page exhibits mild Windows bias by referencing Windows-specific tools (Azure PowerShell module, Az.LabServices cmdlets) in the 'Next steps' section, without mentioning equivalent Linux or cross-platform CLI alternatives. The connection profile in the lab plan example prioritizes RDP (a Windows protocol) and disables SSH (commonly used on Linux), which may suggest a Windows-centric approach to remote access.
Recommendations
  • Include references to Azure CLI commands and documentation, which are cross-platform and widely used on Linux and macOS.
  • Mention Linux-friendly remote access protocols (such as enabling SSH in the lab plan example) alongside or before RDP.
  • Provide examples or links for managing lab plans using Bash or other Linux-native tools.
  • Clarify that the Python SDK and code samples are cross-platform and can be run on Linux, macOS, and Windows.
  • Balance the 'Next steps' section by listing both PowerShell and CLI options for further management.
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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

Flagged Code Snippets