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

Bias Types:
⚠️ windows_first
⚠️ missing_linux_example
⚠️ windows_tools
Summary:
The documentation page demonstrates a Windows/Azure-centric bias by exclusively referencing Azure-native tools and patterns (such as Azure Bastion, VPN Gateway, and Microsoft Entra ID) without mentioning or providing parity for Linux-native or cross-platform alternatives. There are no Linux-specific examples, and the guidance assumes the use of Azure's ecosystem, which is more familiar to Windows administrators. No Linux command-line or open-source VPN/Bastion alternatives are discussed.
Recommendations:
  • Include examples or references for connecting to CycleCloud Workspace for Slurm from Linux environments, such as using OpenSSH, OpenVPN, or WireGuard for secure access.
  • Mention open-source or cross-platform alternatives to Azure Bastion (e.g., SSH jump hosts) and provide guidance for their configuration.
  • Provide Linux command-line examples for any required setup steps, such as configuring VPN connections or accessing resources.
  • Clarify that while Azure-native tools are recommended, Linux-native and open-source options are also supported and can be integrated.
  • Add a section or callout specifically addressing Linux users and their typical workflows for accessing and managing the Slurm environment.
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Scan History

Date Scan ID Status Bias Status
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-12 00:58 #8 cancelled ✅ Clean
2025-07-10 05:06 #7 processing ✅ Clean