{
  "schema": "w-axis-lab.model.v1",
  "content_type": "research_model",
  "not_investment_advice": true,
  "title": "Loop Engineering",
  "slug": "loop-engineering",
  "category": "External Brain Systems",
  "status": "research-model",
  "summary": "Turning ideas into recurring loops: input, model, signal, decision, action, review, and upgrade.",
  "thesis": "An idea becomes useful when it becomes a loop that can sense, decide, act, review, and improve.",
  "related_models": [
    "Conclusion-to-Action Brain",
    "Sovereign External Brain OS",
    "High Structure, High Novelty System",
    "Personal AI CIO"
  ],
  "usage_note": "Use this as an indexing object for research, collaboration routing, and agent-readable context.",
  "human_page": "/models/loop-engineering.html",
  "machine_page": "/public/models/loop-engineering.json"
}