Databox Online

209
Total Pages
71
Linux-Friendly Pages
138
Pages with Bias
66.0%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

890 issues found
Showing 426-450 of 890 flagged pages
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-deploy-gpu-virtual-machine.md ...ine/azure-stack-edge-gpu-deploy-gpu-virtual-machine.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation demonstrates a moderate Windows bias. PowerShell is referenced as the primary method for removing GPU extensions, with no equivalent Linux command or Azure CLI example provided. The troubleshooting note specifically addresses a Windows 2016 VHD scenario, and the only explicit command-line tool mentioned is PowerShell. While Linux is referenced (e.g., Red Hat image note, mention of Linux in extension installation), Linux-specific instructions, examples, or parity in command-line tooling are missing or deferred to linked pages. Windows tools and patterns are mentioned first or exclusively in several places.
Recommendations
  • Provide Azure CLI or Bash examples alongside PowerShell commands, especially for tasks like removing extensions.
  • Include explicit Linux VM examples (e.g., Ubuntu, CentOS) in extension installation and troubleshooting sections.
  • When referencing OS-specific issues (such as TLS 1.2 for Windows 2016), include any known Linux-specific caveats or clarify if none exist.
  • Ensure that both Windows and Linux workflows are described with equal prominence and detail, ideally in parallel tabbed sections.
  • Reference Linux documentation or commands directly within the page, not only via links.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-deploy-virtual-machine-high-performance-network.md ...ge-gpu-deploy-virtual-machine-high-performance-network.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
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 and management steps rely exclusively on PowerShell cmdlets, with no equivalent Linux shell commands or cross-platform CLI alternatives provided. The workflow and troubleshooting steps are centered around Windows tools and patterns, and Windows terminology (such as 'cmdlet') is used throughout. While the prerequisites mention that both Windows and Linux VHDs are supported, there are no Linux-specific instructions or examples for device management, VM deployment, or NUMA configuration. The documentation assumes the use of PowerShell and Windows-centric interfaces for all advanced configuration tasks.
Recommendations
  • Provide equivalent Linux shell (bash) commands for all PowerShell examples, or clarify if PowerShell Core is required and available on Linux.
  • Include instructions for connecting to the device and managing NUMA/vCPU reservations using Linux tools or Azure CLI, if supported.
  • Explicitly document any platform limitations (e.g., if only PowerShell is supported for device management, state this clearly).
  • Add Linux-focused examples for VM deployment, including screenshots or terminal output from a Linux environment.
  • Where possible, use cross-platform tools (such as Azure CLI or REST API) in examples before or alongside PowerShell.
  • Review terminology to ensure it is inclusive of Linux users (e.g., avoid assuming 'cmdlet' is familiar to all readers).
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-create-virtual-machine-marketplace-image.md ...tack-edge-gpu-create-virtual-machine-marketplace-image.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exhibits a strong Windows bias. Most command-line examples use PowerShell syntax and variables (e.g., $urn, $diskName), and rely on Azure PowerShell-specific cmdlets (New-AzureStorageContext, Start-AzureStorageBlobCopy, Get-AzureStorageBlobCopyState) that are not available or typical on Linux/macOS. The workflow and examples consistently use Windows images first and in detail, with only brief mention of Ubuntu images. There are no equivalent Linux shell (bash) examples for key steps such as exporting the VHD, nor are cross-platform alternatives for Azure Storage operations provided.
Recommendations
  • Provide full bash/Azure CLI examples for all steps, especially for exporting VHDs and managing storage blobs, using az storage commands.
  • List Linux images (e.g., Ubuntu, CentOS, Red Hat) alongside Windows images in the 'Commonly used Marketplace images' table, and use a Linux image as the main example in at least one workflow.
  • Replace PowerShell-specific syntax (e.g., $variables) with bash syntax (e.g., variable=value) in CLI examples, or provide both.
  • Document cross-platform alternatives for Azure Storage operations, such as using az storage blob copy or azcopy, and clarify which commands work on Linux/macOS.
  • Add explicit notes or sections for Linux/macOS users, including installation and usage of Azure CLI and azcopy.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-deploy-add-shares.md ...tabox-online/azure-stack-edge-gpu-deploy-add-shares.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by presenting Windows client instructions and examples first, using Windows-specific tools (Notepad, File Explorer, 'net use', Windows Run dialog), and providing detailed step-by-step screenshots for Windows. Linux instructions are present but less detailed, with fewer screenshots and less emphasis. The host file modification section is written from a Windows perspective, and there is no equivalent Linux example for editing /etc/hosts. The SMB section is entirely Windows-centric, with no mention of how to connect from Linux or macOS clients.
Recommendations
  • Provide Linux and macOS examples for editing the hosts file (e.g., using nano or vi to edit /etc/hosts).
  • Include SMB connection instructions for Linux (e.g., using 'mount -t cifs' or smbclient) and macOS clients.
  • Balance the order of presentation: alternate or parallelize Windows and Linux instructions rather than presenting Windows first.
  • Add Linux screenshots and step-by-step guidance for mounting NFS and SMB shares.
  • Mention cross-platform tools and commands where possible, and clarify which steps are OS-specific.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-deploy-virtual-machine-install-gpu-extension.md ...-edge-gpu-deploy-virtual-machine-install-gpu-extension.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation exhibits several Windows biases: PowerShell is used as the primary automation tool for both Windows and Linux examples, even when Linux users would typically use Bash or native Linux CLI tools. All command-line examples (deployment, tracking, removal) are shown in PowerShell, often from a Windows prompt (PS C:\WINDOWS\system32>), even for Linux VMs. Windows-specific tools and paths are referenced first and in more detail. There are no Bash or Linux-native command examples for deploying or managing extensions, and Linux verification steps use PowerShell to SSH into the VM, rather than native Linux SSH usage.
Recommendations
  • Provide Bash or Azure CLI examples for Linux users, including deployment, tracking, and removal of GPU extensions.
  • Show Linux command-line usage from a Linux shell (e.g., $ or # prompt), not from PowerShell on Windows.
  • Reference Linux tools and patterns (e.g., SSH from Linux, file paths, environment variables) before or alongside Windows equivalents.
  • Include instructions for connecting to Azure Resource Manager using Azure CLI or Bash, not just PowerShell.
  • Ensure parity in troubleshooting and verification steps, using native Linux commands and file locations.
  • Clarify which commands are cross-platform and which are Windows-specific, and provide alternatives where appropriate.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-disconnected-scenario.md ...x-online/azure-stack-edge-gpu-disconnected-scenario.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by consistently referencing Windows PowerShell as the primary local management interface, providing links and examples for PowerShell, and mentioning Windows Server Update Services (WSUS) for updates. There is a lack of Linux-specific management examples, such as Bash, SSH, or Linux-native tools, and no guidance for Linux users on how to perform equivalent operations. Windows tools and terminology are presented first or exclusively, with no parity for Linux environments.
Recommendations
  • Include Linux/Bash/SSH examples alongside or before Windows PowerShell instructions for local management.
  • Reference Linux-native tools (e.g., shell commands, SSH, SCP) for connecting to and managing the device.
  • Provide update instructions for Linux users, such as using wget/curl to download update packages and applying them via Linux interfaces.
  • Mention cross-platform alternatives for log collection and support package uploads, such as using Linux command-line utilities.
  • Clarify that management can be performed from both Windows and Linux client computers, and provide explicit steps for each.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-deploy-iot-edge-gpu-sharing.md ...ne/azure-stack-edge-gpu-deploy-iot-edge-gpu-sharing.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a strong Windows bias. All command-line examples use PowerShell, and instructions for connecting to the device, managing users, and monitoring workloads are exclusively shown with Windows tools and paths (e.g., C:\Users, PS C:\WINDOWS\system32>). There are no Linux shell equivalents, and the workflow assumes the user is operating from a Windows client. Even when using cross-platform tools like kubectl, the examples and file paths are Windows-centric. Linux users are not provided with guidance or examples for performing these tasks.
Recommendations
  • Provide equivalent Linux shell examples for all PowerShell commands (e.g., bash commands for connecting, managing users, and monitoring workloads).
  • Include instructions for saving kubeconfig files in Linux home directories (e.g., ~/.kube/config) and using Linux file paths.
  • Mention supported Linux operating systems explicitly and clarify any differences in prerequisites or setup steps.
  • Show how to run kubectl and other commands from a Linux terminal, including example outputs.
  • If device management commands (e.g., Get-HcsGpuNvidiaSmi, New-HcsKubernetesUser) are only available via PowerShell, clarify this limitation and suggest any available alternatives for Linux users.
  • Ensure screenshots and UI instructions are not Windows-specific, or provide Linux equivalents where relevant.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-iot-edge-api-update.md ...box-online/azure-stack-edge-gpu-iot-edge-api-update.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by exclusively referencing Azure PowerShell cmdlets for role management, mentioning them before any Linux or cross-platform alternatives. There are no CLI (az), Bash, or Linux shell examples provided, nor is there mention of Linux-native tools or workflows. The SDK samples are in C#, a language most associated with Windows development. No Linux-specific guidance or parity is offered for command-line management or scripting.
Recommendations
  • Provide equivalent Azure CLI (az) command examples for all PowerShell cmdlet usage, ensuring Linux and macOS users have clear instructions.
  • Include Bash or shell script samples for API calls, using curl or similar tools, to demonstrate cross-platform management.
  • Mention and document any Linux-native tools or workflows for Azure Stack Edge management, if available.
  • Clarify platform support for SDKs and cmdlets, and explicitly state if/when cross-platform options are available.
  • Consider adding Python or other cross-platform SDK samples alongside C#.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-deploy-virtual-machine-custom-script-extension.md ...dge-gpu-deploy-virtual-machine-custom-script-extension.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation demonstrates a strong Windows bias. All deployment, tracking, and removal commands use PowerShell and Windows-centric AzureRM cmdlets, even for Linux VMs. Windows examples and file paths are presented first and in greater detail, while Linux examples are minimal and still rely on Windows tools for deployment. There are no examples using native Linux tools (e.g., Azure CLI, Bash), and Linux file paths and verification steps are less thoroughly documented.
Recommendations
  • Provide Linux-native deployment examples using Azure CLI and Bash, not just PowerShell.
  • Include Linux terminal screenshots and outputs for parity with Windows examples.
  • Document Linux file paths and extension logs in equal detail to Windows.
  • Present Windows and Linux instructions side-by-side or in parallel sections, rather than Windows-first.
  • Reference Linux tools and patterns (e.g., az CLI, shell scripting) where appropriate.
  • Clarify that PowerShell is not required for Linux VM extension management, and offer alternatives.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-manage-certificates.md ...box-online/azure-stack-edge-gpu-manage-certificates.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exhibits a strong Windows bias. Windows terminology (e.g., Personal store, Trusted Root Certificate Authorities) is used exclusively, and all certificate import instructions and screenshots are for Windows clients. The only example for installing openssl is via Chocolatey and PowerShell, and all openssl usage examples are shown in PowerShell with Windows paths. There are no Linux or macOS instructions, examples, or screenshots for certificate management, import, or openssl installation.
Recommendations
  • Add Linux and macOS instructions for importing certificates, including CLI commands (e.g., using openssl, certutil, or update-ca-certificates).
  • Provide openssl installation instructions for Linux (e.g., apt, yum, dnf) and macOS (e.g., brew).
  • Include Linux/macOS examples for creating, exporting, and importing certificates, with appropriate file paths and screenshots where possible.
  • Clarify which steps are OS-agnostic and which are platform-specific, and organize instructions so that Windows and Linux/macOS guidance are presented in parallel.
  • Avoid using only Windows terminology (e.g., Personal store) without explaining the Linux/macOS equivalents (e.g., ~/.pki, /etc/ssl/certs, etc.).
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-deploy-set-up-device-update-time.md ...ps://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-deploy-set-up-device-update-time.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation demonstrates Windows bias by exclusively referencing Windows-centric tools and defaults, such as Windows Server Update Services (WSUS) and time.windows.com as the NTP server. There are no Linux equivalents or examples provided, and Windows tools are mentioned first and exclusively in relevant sections.
Recommendations
  • Include examples for configuring updates using Linux-based update servers or repositories, such as apt mirrors or Red Hat Satellite.
  • Mention and provide examples of using popular public NTP servers (e.g., pool.ntp.org) as alternatives to time.windows.com.
  • Add guidance for certificate management using Linux tools (e.g., OpenSSL) and workflows.
  • Balance references to Windows tools (WSUS, Windows Update) with Linux equivalents, and avoid presenting Windows options exclusively or first.
  • Clarify that the device and its management UI are OS-agnostic, and provide cross-platform instructions where possible.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-deploy-stateless-application-git-ops-guestbook.md ...dge-gpu-deploy-stateless-application-git-ops-guestbook.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates a clear Windows bias. The prerequisites specify a Windows client as the primary system, with PowerShell 5.0 or later as the required shell environment. All command-line examples are shown in PowerShell syntax and prompt, and the workflow is described from a Windows perspective. There are no Linux-specific instructions, shell examples, or screenshots, and Linux users are only briefly mentioned as 'any other client' without further guidance.
Recommendations
  • Add explicit instructions and examples for Linux clients, including shell commands using bash/zsh.
  • Provide screenshots and sample outputs from Linux terminals (e.g., Ubuntu, CentOS) alongside Windows/PowerShell examples.
  • Clarify installation steps for kubectl and other prerequisites for Linux systems.
  • Ensure parity in troubleshooting and workflow steps for both Windows and Linux environments.
  • Update the documentation to present both Windows and Linux options equally, rather than prioritizing Windows.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-kubernetes-networking.md ...x-online/azure-stack-edge-gpu-kubernetes-networking.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates a Windows bias by exclusively providing PowerShell cmdlet examples (Add-HcsNetRoute, Get-HcsNetRoute, Remove-HcsNetRoute) for network route configuration, referencing Windows-specific tools and patterns (PowerShell interface, Hyper-V, Switch Embedded Teaming), and omitting equivalent Linux commands or workflows. The instructions and examples are tailored to the Windows environment, with no mention of Linux CLI tools (such as ip, route, or netplan) or guidance for users managing Azure Stack Edge devices from a Linux system.
Recommendations
  • Provide equivalent Linux command-line examples for route configuration (e.g., using 'ip route add', 'ip route show', 'ip route del').
  • Clarify whether the device supports SSH or Linux-based management interfaces and document their usage.
  • Mention Linux networking tools and patterns (such as netplan, NetworkManager, or systemd-networkd) where applicable.
  • Ensure that instructions for checking, adding, and removing routes are available for both Windows and Linux users.
  • Avoid assuming PowerShell is the only management interface; present both Windows and Linux options side-by-side.
  • If certain features are Windows-only, explicitly state this and provide alternative guidance for Linux environments.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-deploy-virtual-machine-cli-python.md ...azure-stack-edge-gpu-deploy-virtual-machine-cli-python.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exhibits a strong Windows bias. All command-line examples use Windows PowerShell, Windows paths, and Windows-specific tools (e.g., certutil.exe, Notepad, Windows Explorer). There are no Linux or macOS equivalents provided for certificate conversion, file editing, environment variable setting, or Python/CLI installation. The workflow and sample outputs are exclusively from Windows environments, and instructions for editing the hosts file and running scripts assume Windows-only tools and locations.
Recommendations
  • Provide equivalent Linux/macOS commands for certificate conversion (e.g., using openssl).
  • Include instructions for editing the hosts file on Linux/macOS (e.g., using nano or vi, and the /etc/hosts path).
  • Show how to set environment variables in Bash/zsh (e.g., export VAR=value) alongside PowerShell examples.
  • Demonstrate Python and Azure CLI installation and usage on Linux/macOS, including sample outputs.
  • Avoid assuming the user is on Windows by using generic paths and cross-platform instructions.
  • Add screenshots or references for Linux/macOS file locations and editors where relevant.
  • Explicitly mention cross-platform compatibility and provide links to platform-specific installation guides.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-kubernetes-workload-management.md ...ttps://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-kubernetes-workload-management.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates Windows bias primarily by referencing PowerShell as the default method for configuring access (user and namespace creation), without mentioning Linux shell alternatives. The initial deployment flow step is Windows-centric, and there are no Linux-specific examples or instructions for equivalent tasks. The documentation assumes familiarity with Windows tools and patterns, and does not provide parity for Linux users.
Recommendations
  • Include equivalent Linux shell (bash) commands for user and namespace creation, alongside PowerShell examples.
  • Explicitly mention that both Windows and Linux clients can interact with Azure Stack Edge Pro via kubectl, and provide instructions for both platforms.
  • Avoid assuming PowerShell as the default; present both Windows and Linux options in parallel, or clarify platform requirements.
  • Add troubleshooting or setup notes for Linux users, such as installing kubectl and configuring kubeconfig on Linux.
  • Review all examples and ensure Linux parity in tooling and workflow descriptions.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-modify-fpga-modules-gpu.md ...online/azure-stack-edge-gpu-modify-fpga-modules-gpu.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First
Summary
The documentation page demonstrates a Windows bias primarily through its references to PowerShell as the main CLI interface for device management and module listing. The instructions for querying module IP addresses and debugging Kubernetes issues are given via PowerShell, with no mention of Linux-native alternatives (such as SSH, Bash, or Linux CLI tools). The use of SMB shares as storage examples also leans toward Windows environments, and Windows tools are mentioned before any Linux equivalents. There are no Linux-specific command examples or instructions for managing IoT Edge modules or device interfaces.
Recommendations
  • Provide Linux-native CLI examples (e.g., using SSH, Bash, or Linux shell commands) for querying module status, IP addresses, and debugging issues.
  • Include instructions for accessing the device and running IoT Edge commands from Linux environments, not just via PowerShell.
  • Offer NFS-based storage examples before or alongside SMB examples to reflect Linux parity.
  • Explicitly mention and demonstrate how to use Linux tools (e.g., iotedge CLI, kubectl) for common management tasks.
  • Ensure that all device management and troubleshooting steps have both Windows and Linux workflows documented.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-deploy-stateful-application-static-provision-kubernetes.md ...eploy-stateful-application-static-provision-kubernetes.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page exhibits a Windows bias by explicitly stating that the procedure is for a Windows client, requiring Windows PowerShell, and providing all command-line examples in Windows PowerShell format with Windows file paths. There is no equivalent guidance or examples for Linux or macOS users, and Linux tools, shell syntax, or file system conventions are not mentioned.
Recommendations
  • Add parallel instructions and examples for Linux/macOS clients, including shell commands and file path conventions.
  • Clarify that kubectl and Kubernetes are cross-platform and provide guidance for installing and configuring kubectl on Linux/macOS.
  • Include sample outputs and YAML file handling instructions for Linux/macOS environments.
  • Mention Linux prerequisites (e.g., bash, supported distributions) and update the 'Supported operating system' section to link to Linux-specific documentation.
  • Avoid assuming Windows as the default client; present both Windows and Linux options equally.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-manage-storage-accounts.md ...online/azure-stack-edge-gpu-manage-storage-accounts.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by referencing Azure PowerShell as the primary method for managing local storage accounts and connecting to Azure Resource Manager. There are no examples or instructions for equivalent Linux tools (such as Azure CLI or Bash scripting), nor is there mention of Linux-specific workflows. The documentation assumes the use of Windows-centric tools and patterns, and does not provide parity for Linux users.
Recommendations
  • Include Azure CLI examples alongside Azure PowerShell instructions for all management tasks.
  • Explicitly mention Linux-compatible workflows and tools where applicable.
  • Provide Bash or shell script examples for common operations, such as connecting to Azure Resource Manager and managing storage accounts.
  • Clarify platform requirements and offer guidance for both Windows and Linux users in all relevant sections.
  • Review referenced include files to ensure Linux parity in embedded instructions.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-edge-container-registry.md ...online/azure-stack-edge-gpu-edge-container-registry.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exhibits a strong Windows bias. All command-line examples use PowerShell syntax, and instructions for editing system files (such as hosts) and installing certificates are given only for Windows clients. Sample outputs are exclusively from Windows environments (e.g., PS C:\WINDOWS\system32>), and there are no Linux or macOS equivalents provided for any step. Windows tools and patterns (PowerShell, Certificate Import Wizard, Docker Desktop for Windows) are mentioned before or instead of cross-platform or Linux-native alternatives.
Recommendations
  • Provide equivalent Linux/macOS command examples for all steps, including enabling the registry, editing /etc/hosts, installing certificates, and managing images.
  • Include sample outputs from Linux shells (bash/zsh) alongside PowerShell outputs.
  • Document Linux-native methods for certificate installation (e.g., using update-ca-certificates or trust anchors).
  • Mention Docker installation steps for Linux and macOS clients.
  • Clarify which steps are OS-specific and which are cross-platform.
  • Avoid assuming the client is Windows; use neutral language and structure instructions for both Windows and Linux/macOS users.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-quickstart.md ...cles/databox-online/azure-stack-edge-gpu-quickstart.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates Windows bias by referencing Windows-specific tools (WSUS) for update server configuration, mentioning Microsoft Update server and WSUS exclusively, and omitting Linux equivalents or alternatives. There are no examples or instructions for Linux-based client setup, such as configuring network adapters or accessing the device UI from Linux. The documentation assumes the use of Windows-centric patterns and tools, and does not provide parity for Linux users.
Recommendations
  • Include instructions for configuring network adapters and static IPs on Linux systems (e.g., using NetworkManager, nmcli, or netplan).
  • Mention Linux-compatible update mechanisms or clarify how Linux clients can interact with the update server, or state if WSUS is only relevant for Windows environments.
  • Provide examples of accessing the device UI from Linux browsers and troubleshooting certificate warnings on Linux.
  • Add parity for certificate management, such as using OpenSSL or Linux-native tools to generate and upload certificates.
  • Explicitly state any platform requirements or limitations, and offer guidance for Linux administrators where applicable.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-local-resource-manager-overview.md ...tps://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-local-resource-manager-overview.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates Windows bias by referencing PowerShell in the 'Next steps' link, omitting Linux CLI or Bash examples, and not mentioning Linux tooling or patterns for connecting to or managing the local Azure Resource Manager. The page does not provide parity for Linux users, as it lacks examples or instructions relevant to Linux environments.
Recommendations
  • Add equivalent Linux CLI or Bash examples for connecting to and managing the local Azure Resource Manager.
  • Include links to documentation or tutorials for Linux users, such as using Azure CLI on Linux or Bash scripts.
  • Ensure that references to PowerShell are balanced with Linux alternatives, ideally presenting both side-by-side.
  • Explicitly mention cross-platform compatibility and provide guidance for both Windows and Linux users in all relevant sections.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-set-azure-resource-manager-password.md ...ure-stack-edge-gpu-set-azure-resource-manager-password.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation focuses exclusively on Azure PowerShell for command-line instructions, with all examples and tooling based on PowerShell cmdlets. There are no equivalent instructions or examples for Linux users (e.g., Bash, CLI), nor is there mention of cross-platform alternatives. The use of PowerShell and Windows-centric module management patterns suggests a bias towards Windows environments.
Recommendations
  • Add equivalent instructions for Linux users, using Azure CLI and Bash shell examples.
  • Clarify whether the procedure can be performed on Linux/macOS and provide any necessary prerequisites or differences.
  • Mention cross-platform compatibility of Azure Cloud Shell and highlight how Linux users can perform the same tasks.
  • Provide sample commands using Azure CLI (az databoxedge ...) if available, or note limitations if only PowerShell is supported.
  • Reorder or balance examples so that Windows and Linux approaches are presented equally.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-monitor-kubernetes-dashboard.md ...e/azure-stack-edge-gpu-monitor-kubernetes-dashboard.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation demonstrates a Windows bias by exclusively referencing Windows file paths (e.g., C:\Windows\System32\Drivers\etc\hosts) and certificate installation steps using the Windows Certificate Import Wizard. There are no instructions or examples for Linux or macOS clients, nor are alternative tools or commands for those platforms mentioned. All client-side steps assume a Windows environment.
Recommendations
  • Add parallel instructions for Linux and macOS clients, including how to edit /etc/hosts and install certificates using platform-native tools (e.g., update-ca-certificates, certutil, or Keychain Access).
  • Provide screenshots or command-line examples for Linux/macOS certificate installation and kubeconfig usage.
  • Explicitly state that the steps apply to Windows clients and offer links or sections for other operating systems.
  • Ensure that all references to file paths, tools, and UI elements are accompanied by their Linux/macOS equivalents where applicable.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-gpu-remote-support-diagnostics-repair.md ...azure-stack-edge-gpu-remote-support-diagnostics-repair.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation is heavily focused on Windows and PowerShell, with all examples and operational instructions using PowerShell cmdlets and Windows-specific tools. There is no mention of Linux equivalents, nor any guidance for users who might prefer or require Linux-based management or troubleshooting. The documentation assumes the device is managed via Windows tooling, and does not address cross-platform scenarios.
Recommendations
  • Add equivalent Linux command-line examples (e.g., Bash, SSH, or Azure CLI) where possible.
  • Clarify whether remote support and diagnostics can be accessed or managed from Linux systems, and document any limitations.
  • If PowerShell Core (cross-platform) is supported, specify this and provide examples for Linux/macOS environments.
  • Include information about accessing device logs, support packages, and remote sessions using Linux tools (e.g., SCP, SFTP, or REST APIs).
  • Document any prerequisites or setup steps for Linux users to interact with Azure Stack Edge devices, including authentication and connectivity.
  • Consider reordering sections to present platform-neutral or cross-platform options before Windows-specific instructions.
GitHub Create Pull Request
Databox Online https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/databox-online/azure-stack-edge-mini-r-deploy-checklist.md ...box-online/azure-stack-edge-mini-r-deploy-checklist.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page shows evidence of Windows bias. The update server section refers only to the Windows Update Server (WSUS) and defaults to the public Windows update server, with no mention of Linux update mechanisms. The network readiness tool and other utilities are referenced without specifying cross-platform compatibility or providing Linux alternatives. There are no examples or instructions for Linux environments, such as configuring static IPs, NTP, or certificates using Linux tools. Windows-centric terminology and tools are mentioned first or exclusively.
Recommendations
  • Explicitly mention whether the Azure Stack Edge Network Readiness Tool and other utilities are available for Linux/macOS, and provide download/usage instructions for those platforms.
  • Include Linux-specific examples for configuring static IP addresses, NTP servers, and certificates (e.g., using netplan, systemd-networkd, chrony/ntpd, openssl).
  • In the update server section, clarify if Linux update servers (e.g., apt, yum repositories, or local mirrors) can be used, or provide guidance for Linux-based environments.
  • Avoid defaulting to Windows terminology (e.g., WSUS) without mentioning Linux equivalents or alternatives.
  • Where device management or sign-in steps involve command-line or scripting, provide both PowerShell and Bash examples.
GitHub Create Pull Request
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