[BUG] AksEdgeQuickStartForAio.ps1 - aksedgeConfig is filled with wrong default variables for Azure IoT Operations

[tenthmile]

Describe the bug
The setup of AKS-Edge for Azure IoT Operations is setting up a machine with to little CPU Cores (and probably also RAM/Disk space).
The documentation on Prepare your Azure Arc-enabled Kubernetes cluster says it needs 8 CPU Cores, 16 GB of RAM and 52-GB free disk space.
The provided setup script of this repository however creates a machine with less than the required resources:

    "Machines": [
        {
            "LinuxNode": {
                "CpuCount": 4,
                "MemoryInMB": 10240,
                "DataSizeInGB": 40,
                "LogSizeInGB": 4
            }
        }
    ]

I can confirm that the CPU requirements are too low. When I tried to update a deployment, the pod didn't start because of insufficient cpu.
A describe on the pod showed this warning in the event-list:

Events:
  Type     Reason            Age        From               Message
  ----     ------            ----       ----               -------
  Warning  FailedScheduling  <invalid>  default-scheduler  0/1 nodes are available: 1 Insufficient cpu. preemption: 0/1 nodes are available: 1 No preemption victims found for incoming pod.

To Reproduce
Steps to reproduce the behavior:

1. Run command .\AksEdgeQuickStartForAio.ps1 -SubscriptionId "<SUBSCRIPTION_ID>" -TenantId "<TENANT_ID>" -ResourceGroupName "<RESOURCE_GROUP_NAME>" -Location "<LOCATION>" -ClusterName "<CLUSTER_NAME>" -CustomLocationOid "<ARC_APP_OBJECT_ID>"
2. Wait for the setup to finish
3. Run kubectl describe node

Expected behavior
The capacity should match the recommended settings as on the Microsoft Learn page:
8 CPUs, 16 GB RAM, and 52-GB free disk space

Environment (please complete the following information):

• AKS Edge Essentials Version: 1.8.202.0
• Kubernetes version: v1.29.6+k3s-
• Windows Host OS:
  • Edition: Microsoft Windows 11 Enterprise
  • Version: 10.0.22000.3260
  • Virtual Machine: CBL-Mariner/Linux

[SummerSmith]

The AIO documentation has been updated, and you can find minimum and recommended specs here. Please let us know if you find any other discrepancies. Thank you for the feedback!