{
  "id": "phi-os-automation-overview",
  "title": "PHI|OS Automation Overview",
  "purpose": "Describe validation, success-rate access, and continuous amelioration loops for nested cascading automation across every abstraction scale.",
  "series": [
    {
      "id": "seed",
      "label": "Seed",
      "goal": "Generate or sync the current PHI|OS bundle and presets."
    },
    {
      "id": "validate",
      "label": "Validate",
      "goal": "Run JSON, Python, interface, and topology checks."
    },
    {
      "id": "compose",
      "label": "Compose",
      "goal": "Project cards, presets, and overlays into the composer interface."
    },
    {
      "id": "observe",
      "label": "Observe",
      "goal": "Collect success rate, drift, and friction metrics."
    },
    {
      "id": "ameliorate",
      "label": "Ameliorate",
      "goal": "Patch cyclic flaws and feed improvements back into the next cascade."
    }
  ],
  "successRate": {
    "formula": "successful_steps / total_validated_steps",
    "dimensions": [
      "build_success",
      "bundle_sync_success",
      "preset_projection_success",
      "metric_collection_success",
      "release_success"
    ]
  },
  "nestedScales": [
    "unit",
    "module",
    "cluster",
    "service-mesh",
    "public-endpoint"
  ],
  "commands": [
    "/rhiz/akatsuki/singularity/deploy/scripts/phi-os-thought-experiment-sync.sh",
    "python3 -m py_compile /rhiz/factory/hypergraph_meta_cluster_bundle/services/shared/phi_os_thought_experiment.py"
  ]
}