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_first
windows_tools
missing_linux_example
Summary
The documentation demonstrates a notable Windows bias. Troubleshooting steps for hydration failures are exclusively provided for Windows Guest OS, with downloadable PowerShell scripts and registry edits, but there are no equivalent instructions or scripts for Linux VMs. The use of Windows tools like PsExec and Internet Explorer is described in detail for proxy troubleshooting, while Linux alternatives are mentioned only briefly or not at all. Windows-specific issues (e.g., Event ID 6008) are covered with dedicated guidance, whereas Linux troubleshooting is limited to a single UEFI/serial console example and a brief mention of SSH. In most sections, Windows solutions and tools are presented first or exclusively, with Linux guidance either missing or minimal.
Recommendations
  • Provide equivalent troubleshooting scripts and step-by-step instructions for Linux VMs, especially for hydration/startup driver issues.
  • Include Linux-specific examples and commands for proxy troubleshooting, such as using curl, wget, or editing environment variables, rather than focusing on Windows tools like PsExec and Internet Explorer.
  • Ensure that for each error scenario, both Windows and Linux guidance are given, with parity in detail and clarity.
  • Where Windows tools are referenced, mention Linux alternatives (e.g., using systemctl, journalctl, or modifying /etc files).
  • Present Windows and Linux solutions side-by-side or in parallel tabs, rather than Windows-first or Windows-only.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed 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

Flagged Code Snippets