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
windows_tools
missing_linux_example
Summary
The documentation is heavily oriented toward Windows environments, with all setup, configuration, and deployment examples using Windows tools (PowerShell, Device Manager, winver). There are no Linux-native examples or instructions, and Windows-specific requirements and patterns are presented exclusively and first. The use of WSL is mentioned, but only as a dependency for running Linux workloads on Windows, not as a standalone Linux environment. No Linux command-line or tooling examples are provided.
Recommendations
  • Provide equivalent Linux-native instructions and examples for GPU passthrough and deployment, including relevant Linux commands and configuration steps.
  • Include Linux shell (bash) examples for querying GPU information and managing deployments.
  • Mention Linux distributions and supported kernel/driver versions for GPU acceleration.
  • Clarify which steps are specific to Windows and which are applicable to Linux, and organize documentation so that Linux instructions are not subordinate to Windows.
  • Reference Linux documentation for NVIDIA and Intel GPU drivers and setup, not just WSL or Windows-focused guides.
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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
2025-08-22 00:01 #88 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
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