Document Details
Howto Configure Aks Edge Essentials Layered Network
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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
⚠️
windows_tools
⚠️
powershell_heavy
Summary:
The documentation demonstrates a mild Windows bias by consistently mentioning Windows and Windows-based tools (AKS Edge Essentials, Windows 11) before Linux equivalents (K3S, Ubuntu), and by referencing Windows-specific patterns and tools (e.g., AKS Edge Essentials, which is Windows-centric). While Linux options are present, they are often secondary, and there is a lack of parity in detail and ordering between Windows and Linux instructions.
Recommendations:
- Ensure that Linux-based examples (K3S/Ubuntu) are given equal prominence and are not consistently listed after Windows/AKS Edge Essentials.
- Where possible, provide parallel step-by-step instructions for both Windows and Linux environments, rather than combining or sequencing them with Windows first.
- Avoid language that implies Windows is the default or preferred environment (e.g., 'set up a Windows 11 machine and configure AKS Edge Essentials or set up K3S Kubernetes on an Ubuntu machine'). Instead, present both options neutrally and in parallel.
- Include explicit Linux command-line examples (e.g., bash commands) where Windows/PowerShell commands are referenced, to ensure parity.
- Where Windows-specific tools or services are mentioned (such as AKS Edge Essentials), ensure Linux alternatives are described with equal detail and clarity.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-09-16 00:00 | #113 | completed | ✅ Clean |
| 2025-09-15 00:00 | #112 | completed | ✅ Clean |
| 2025-09-14 00:00 | #111 | completed | ✅ Clean |
| 2025-09-13 00:00 | #110 | completed | ✅ Clean |
| 2025-09-12 00:00 | #109 | completed | ✅ Clean |
| 2025-09-11 00:00 | #108 | completed | ✅ Clean |
| 2025-09-10 00:00 | #107 | completed | ✅ Clean |
| 2025-09-09 00:00 | #106 | completed | ✅ Clean |
| 2025-09-08 00:00 | #105 | completed | ✅ Clean |
| 2025-09-07 00:00 | #104 | completed | ✅ Clean |
| 2025-09-06 00:00 | #103 | completed | ✅ Clean |
| 2025-09-05 00:00 | #102 | completed | ✅ Clean |
| 2025-09-04 00:00 | #101 | completed | ✅ Clean |
| 2025-09-03 00:00 | #100 | completed | ✅ Clean |
| 2025-08-29 00:01 | #95 | completed | ✅ Clean |
| 2025-08-27 00:01 | #93 | in_progress | ✅ Clean |
| 2025-08-22 00:01 | #88 | completed | ✅ Clean |
| 2025-08-21 00:01 | #87 | in_progress | ✅ Clean |
| 2025-08-20 00:01 | #86 | completed | ✅ Clean |
| 2025-08-19 00:01 | #85 | completed | ✅ Clean |
| 2025-08-17 00:01 | #83 | in_progress | ✅ Clean |
| 2025-07-13 21:37 | #48 | completed | ✅ Clean |
| 2025-07-12 23:44 | #41 | in_progress | ❌ Biased |