Azure Stack Edge Gpu Deploy Stateless Application Kubernetes

Bias Analysis

Detected Bias Types

powershell_heavy

windows_first

missing_linux_example

windows_tools

Summary

The documentation is heavily biased towards Windows environments. All command-line examples are shown in PowerShell, with Windows-style paths (e.g., C:\Users\<username>\.kube), and sample outputs are from PowerShell terminals. The prerequisites and instructions explicitly refer to Windows PowerShell and Windows client systems, with no Linux or macOS equivalents provided. There is no mention of Linux shell usage, Linux file paths, or cross-platform considerations, despite kubectl being cross-platform.

Recommendations

Provide equivalent Linux (bash) and macOS command-line examples alongside PowerShell examples.
Include Linux/macOS file path examples (e.g., ~/.kube) and explain where configuration files are stored on non-Windows systems.
Update prerequisites to mention supported Linux/macOS environments and required shell versions.
Show sample outputs from bash or zsh terminals as well as PowerShell.
Avoid assuming the user is on Windows; use neutral language or clarify when instructions are OS-specific.
Link to official kubectl installation guides for all platforms, not just Windows PowerShell.

Create Pull Request

Date	Scan	Status	Result
2026-01-14 00:00	#250	in_progress	Biased
2026-01-13 00:00	#246	completed	Biased
2026-01-11 00:00	#240	completed	Biased
2026-01-10 00:00	#237	completed	Biased
2026-01-09 00:34	#234	completed	Biased
2026-01-08 00:53	#231	completed	Biased
2026-01-06 18:15	#225	cancelled	Clean
2025-08-17 00:01	#83	cancelled	Clean
2025-07-13 21:37	#48	completed	Biased
2025-07-09 13:09	#3	cancelled	Clean
2025-07-08 04:23	#2	cancelled	Biased

Flagged Code Snippets

PS C:\WINDOWS\system32> kubectl apply -f https://k8s.io/examples/application/deployment-scale.yaml -n "test1"

   PS C:\WINDOWS\system32> C:\windows\system32\kubectl.exe version
   Client Version: version.Info{Major:"1", Minor:"15", GitVersion:"v1.15.2", GitCommit:"f6278300bebbb750328ac16ee6dd3aa7d3549568", GitTreeState:"clean", BuildDate:"2019-08-05T09:23:26Z", GoVersion:"go1.12.5", Compiler:"gc", Platform:"windows/amd64"}
   Server Version: version.Info{Major:"1", Minor:"15", GitVersion:"v1.15.1", GitCommit:"4485c6f18cee9a5d3c3b4e523bd27972b1b53892", GitTreeState:"clean", BuildDate:"2019-07-18T09:09:21Z", GoVersion:"go1.12.5", Compiler:"gc", Platform:"linux/amd64"}

   PS C:\WINDOWS\system32> kubectl get pods -n "test1"
   No resources found.
   PS C:\WINDOWS\system32>

   PS C:\Users\username> ls .kube
    
    
      Directory: C:\Users\user\.kube
    
   Mode                LastWriteTime         Length Name
   ----                -------------         ------ ----
   d-----         2/18/2020 11:05 AM                cache
   d-----         2/18/2020 11:04 AM                http-cache
   -a----         2/18/2020 10:41 AM           5377 config

   PS C:\WINDOWS\system32> kubectl apply -f https://k8s.io/examples/application/deployment.yaml -n "test1"
    
   deployment.apps/nginx-deployment created

   PS C:\Users\user> kubectl describe deployment nginx-deployment -n "test1"
    
   Name:                   nginx-deployment
   Namespace:              test1
   CreationTimestamp:      Tue, 18 Feb 2020 13:35:29 -0800
   Labels:                 <none>
   Annotations:            deployment.kubernetes.io/revision: 1
                           kubectl.kubernetes.io/last-applied-configuration:
                             {"apiVersion":"apps/v1","kind":"Deployment","metadata":{"annotations":{},"name":"nginx-deployment","namespace":"test1"},"spec":{"repl...
   Selector:               app=nginx
   Replicas:               2 desired | 2 updated | 2 total | 2 available | 0 unavailable
   StrategyType:           RollingUpdate
   MinReadySeconds:        0
   RollingUpdateStrategy:  25% max unavailable, 25% max surge
   Pod Template:
      Labels:  app=nginx
      Containers:
       nginx:
        Image:        nginx:1.7.9
        Port:         80/TCP
        Host Port:    0/TCP
        Environment:  <none>
        Mounts:       <none>
      Volumes:        <none>
   Conditions:
      Type           Status  Reason
      ----           ------  ------
      Available      True    MinimumReplicasAvailable
      Progressing    True    NewReplicaSetAvailable
   OldReplicaSets:  <none>
   NewReplicaSet:   nginx-deployment-5754944d6c (2/2 replicas created)
   Events:
     Type    Reason             Age    From                   Message
     ----    ------             ----   ----                   -------
     Normal  ScalingReplicaSet  2m22s  deployment-controller  Scaled up replica set nginx-deployment-5754944d6c to 2

   PS C:\Users\user> kubectl get pods -l app=nginx -n "test1"
    
   NAME                                READY   STATUS    RESTARTS   AGE
   nginx-deployment-5754944d6c-7wqjd   1/1     Running   0          3m13s
   nginx-deployment-5754944d6c-nfj2h   1/1     Running   0          3m13s

   PS C:\Users\user> kubectl describe pod "nginx-deployment-5754944d6c-7wqjd" -n "test1"

   Name:           nginx-deployment-5754944d6c-7wqjd
   Namespace:      test1
   Priority:       0
   Node:           k8s-1d9qhq2cl-n1/10.128.46.184
   Start Time:     Tue, 18 Feb 2020 13:35:29 -0800
   Labels:         app=nginx
                   pod-template-hash=5754944d6c
   Annotations:    <none>
   Status:         Running
   IP:             172.17.246.200
   Controlled By:  ReplicaSet/nginx-deployment-5754944d6c
    Containers:
      nginx:
        Container ID:   docker://280b0f76bfdc14cde481dc4f2b8180cf5fbfc90a084042f679d499f863c66979
        Image:          nginx:1.7.9
        Image ID:       docker-pullable://nginx@sha256:e3456c851a152494c3e4ff5fcc26f240206abac0c9d794affb40e0714846c451
        Port:           80/TCP
        Host Port:      0/TCP
        State:          Running
          Started:      Tue, 18 Feb 2020 13:35:35 -0800
        Ready:          True
        Restart Count:  0
        Environment:    <none>
        Mounts:
          /var/run/secrets/kubernetes.io/serviceaccount from default-token-8gksw (ro)
    Conditions:
      Type              Status
      Initialized       True
      Ready             True
      ContainersReady   True
      PodScheduled      True
    Volumes:
      default-token-8gksw:
        Type:        Secret (a volume populated by a Secret)
        SecretName:  default-token-8gksw
        Optional:    false
    QoS Class:       BestEffort
    Node-Selectors:  <none>
    Tolerations:     node.kubernetes.io/not-ready:NoExecute for 300s
                     node.kubernetes.io/unreachable:NoExecute for 300s
    Events:
      Type    Reason     Age    From                       Message
      ----    ------     ----   ----                       -------
      Normal  Scheduled  4m58s  default-scheduler          Successfully assigned test1/nginx-deployment-5754944d6c-7wqjd to k8s-1d9qhq2cl-n1
      Normal  Pulling    4m57s  kubelet, k8s-1d9qhq2cl-n1  Pulling image "nginx:1.7.9"
      Normal  Pulled     4m52s  kubelet, k8s-1d9qhq2cl-n1  Successfully pulled image "nginx:1.7.9"
      Normal  Created    4m52s  kubelet, k8s-1d9qhq2cl-n1  Created container nginx
      Normal  Started    4m52s  kubelet, k8s-1d9qhq2cl-n1  Started container nginx

PS C:\WINDOWS\system32> kubectl get pods -l app=nginx

NAME                               READY     STATUS    RESTARTS   AGE
nginx-deployment-148880595-4zdqq   1/1       Running   0          25s
nginx-deployment-148880595-6zgi1   1/1       Running   0          25s
nginx-deployment-148880595-fxcez   1/1       Running   0          2m
nginx-deployment-148880595-rwovn   1/1       Running   0          2m

PS C:\Users\user> kubectl delete deployment nginx-deployment -n "test1"
deployment.extensions "nginx-deployment" deleted

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