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
missing_linux_example
Summary
The documentation is generally cross-platform and provides technical details relevant to both Linux and Windows users. However, there is a subtle bias in the 'Recommended OS for Performance' row, which lists 'Windows Server 2019+' as the recommended OS without a Linux equivalent or guidance. Additionally, while Linux tools (like lstopo) are referenced and Linux OS support is listed, there are no explicit examples or recommendations for optimal Linux distributions or configurations, whereas Windows is specifically recommended.
Recommendations
  • Add a recommended Linux distribution (or distributions) for performance parity in the 'Recommended OS for Performance' row, such as 'RHEL 8.6+', 'Ubuntu 20.04+', or similar, based on Azure's own benchmarking or support statements.
  • If Windows Server 2019+ is recommended for specific features, clarify what those features are and whether equivalent features or performance can be achieved on Linux.
  • Where possible, provide Linux-specific configuration tips or references, especially for HPC workloads (e.g., kernel tuning, NUMA awareness, or driver installation best practices).
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Scan History

Date Scan Status Result
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Clean Clean
2026-02-14 00:00 #380 in_progress Clean Clean
2026-02-13 00:00 #376 in_progress Clean Clean
2026-02-12 00:00 #372 in_progress Clean Clean
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets