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 page describes the lift and shift process for HPC environments in a cloud context, referencing common job schedulers (Slurm, PBS, LSF) and tools like Azure CycleCloud. However, it lacks explicit examples or guidance for Linux-specific tools, commands, or deployment patterns, and does not mention Linux CLI workflows or provide parity for Linux administrators. The page does not provide any Windows-specific examples, but the absence of Linux-focused instructions and examples, especially in the context of HPC (which is predominantly Linux-based), suggests a subtle Windows-first bias.
Recommendations
  • Add explicit Linux CLI examples for common administrative tasks (e.g., cluster deployment, monitoring, troubleshooting).
  • Include references to Linux-native tools and workflows (such as SSH, Bash scripting, and Linux package managers) alongside any cloud or Windows tools.
  • Provide step-by-step guides for deploying and managing HPC clusters on Linux VMs, including integration with Slurm and other Linux job schedulers.
  • Ensure that any quick start or best practice guides include both Windows and Linux scenarios, with equal detail and visibility.
  • Highlight differences and considerations for Linux-based HPC environments during migration, such as file system compatibility, authentication methods, and monitoring solutions.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
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 Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased