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_tools
windows_first
missing_linux_example
Summary
The documentation page exhibits a strong Windows bias. All command-line examples are given in PowerShell syntax, and instructions for cluster management and GPU enablement reference Windows-specific tools and workflows (e.g., Hyper-V, PowerShell commands, Windows management host setup). There are no Linux shell (bash) equivalents, nor are Linux-specific instructions or tools mentioned. The guidance for setting up a driver machine explicitly references Windows, with no mention of Linux or macOS alternatives.
Recommendations
  • Provide equivalent bash shell commands for all PowerShell examples, ensuring Linux users can follow along.
  • Include instructions for setting up a Linux (and optionally macOS) management host, listing required tools and installation steps.
  • Mention Linux-compatible methods for checking GPU status and restarting services, avoiding exclusive reliance on Windows/Hyper-V tooling.
  • Ensure all references to scripts or sample files are cross-platform, or clearly indicate platform-specific differences.
  • Where possible, use platform-neutral Azure CLI commands and avoid embedding them in PowerShell variable assignment blocks.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #251 completed Biased Biased
2026-01-13 00:00 #247 completed Biased Biased
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets