{
  "title": "Cosmetology mannequin section data for AI",
  "source_page": "https://fiund.com/industries/cosmetology-mannequin-section-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "A finished section and its parting boundary need different views",
    "context": "An owned mannequin has paper section labels A and B. Independently authored rubric items concern region identification and visibility only; no client or learner is recorded.",
    "records": [
      [
        "CM1",
        "Frontal practice image",
        "Section A label readable; finished section visible, parting boundary hidden by a card."
      ],
      [
        "CM2",
        "Linked top view",
        "Same mannequin and A marker visible; boundary for A is unobstructed. Instructor confirms view linkage."
      ],
      [
        "CM3",
        "Section B image",
        "B label readable, boundary cropped. An unassigned top-view image resembles CM2 but has no marker."
      ]
    ],
    "question": "Which section has a verified boundary view, and what should the model leave unresolved for B?",
    "answer": "CM2 supplies an instructor-linked view of A's boundary, supplementing CM1's visible finished section. CM3 identifies B but does not reveal its boundary. The unassigned top view has no verified B link, so it cannot fill that gap. Report A's boundary as observed in CM2 and B's as unresolved, without treating an identified finished section as evidence that its hidden boundary meets the rubric.",
    "failureModes": [
      "Assigning the unmarked top view to B because B lacks one.",
      "Converting a finished appearance into a boundary finding without visibility."
    ],
    "fields": [
      [
        "Mannequin and section marker",
        "Connects a view to the correct region."
      ],
      [
        "Camera view and boundary visibility",
        "Shows which rubric item the image can support."
      ],
      [
        "Instructor linkage",
        "Preserves the evidence joining multiple views."
      ]
    ],
    "holdout": "Move the paper section markers between two clearly logged sessions. Test whether the model keeps each boundary observation tied to the correct session rather than the recurring letter alone.",
    "boundary": "Use cleared mannequin images, original rubrics and safe props. Exclude clients, students, protected lessons, sharp tools and powered demonstrations."
  }
}