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
windows_tools
powershell_heavy
Summary
The documentation is heavily Windows-centric, focusing exclusively on Microsoft HPC Pack, which only supports Windows nodes. All examples, prerequisites, and tooling (such as azhpcpack.ps1 CLI) are Windows-specific, with no mention of Linux equivalents, Linux node support, or cross-platform patterns. Windows technologies (Active Directory, Windows Scheduled Task, PowerShell scripts) are referenced throughout, and Linux support is explicitly stated as not available.
Recommendations
  • Add information about Linux support roadmap and alternatives for Linux clusters.
  • Provide parity documentation for CycleCloud integration with Linux-based schedulers (e.g., Slurm, PBS, Grid Engine).
  • Include Linux CLI and automation examples where possible, or clarify cross-platform limitations.
  • Mention Linux equivalents for concepts like autoscaling, node management, and credential handling.
  • Clearly state at the top that the documentation is Windows-only, and link to Linux documentation for similar workflows.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased