dataset.json

{
  "metadata": {
    "name": "powershell-devops-mega-dataset",
    "version": "1.0.0",
    "creator": "Mojo System",
    "entries": 10000,
    "size_mb": "estimated 25MB",
    "training": {
      "jax_model": {
        "initial_loss": 0.2226,
        "final_loss": 0.1007,
        "improvement_percent": 54.7,
        "epochs": 30,
        "architecture": "256->512->256"
      },
      "chapel_model": {
        "epochs": 20,
        "architecture": "256->384->256",
        "parallel_optimized": true
      }
    }
  },
  "categories": [
    "powershell_security",
    "azure_cli",
    "aws_tools",
    "github_cli",
    "docker_kubernetes",
    "terraform",
    "dotnet_framework",
    "git_advanced"
  ],
  "content_types": [
    "PowerShell Injection Prevention & Detection",
    "Advanced Automation (Runspaces, DSC, Scheduled Tasks)",
    "System Repair (SFC, DISM, Network, Registry)",
    "Azure PowerShell Az Module (VM, Storage, Automation)",
    "Azure CLI Integration",
    "AWS Tools for PowerShell (EC2, S3, IAM, Lambda)",
    "GitHub CLI (gh) integration",
    "Docker CLI with PowerShell",
    "Kubernetes kubectl + PowerShell",
    "Terraform automation",
    ".NET Framework (.NET 8, LINQ, Async, Crypto)",
    "Git advanced operations"
  ],
  "sample_entries": [
    {
      "id": "ps_001",
      "title": "PowerShell Injection Prevention",
      "content": "Use ValidatePattern, avoid Invoke-Expression, enable Script Block Logging...",
      "category": "powershell_security",
      "difficulty": 9
    },
    {
      "id": "azure_001",
      "title": "Azure PowerShell Automation",
      "content": "Connect-AzAccount, New-AzVM, Set-AzStorageBlobContent...",
      "category": "azure_cli",
      "difficulty": 8
    }
  ]
}