{
  "hair": {
    "color": ["red", "ginger", "auburn"],
    "length": ["long"],
    "notes": ["light freckles often welcome"]
  },
  "body_types": [
    {
      "height": "tall",
      "build": "average",
      "bust": ["small", "medium", "sometimes large"],
      "hips": ["round", "slim"]
    },
    {
      "height": "short",
      "build": "slim",
      "bust": ["small", "medium"],
      "hips": ["round", "slim"]
    }
  ],
  "freckles": "light / scattered preferred",
  "notes": [
    "Apply these when the user did not specify looks — strength gated by preference_bias"
  ]
}