Commercial Apparel Lifestyle Showcase

{
  "task_configuration": {
    "type": "GENERATE",
    "sub_type": "commercial_lifestyle_showcase",
    "reference_logic": "STRICT_GARMENT_PRESERVATION",
    "render_target": "photorealistic_editorial"
  },
  "subject_definition": {
    "identity": {
      "demographic": "[White American female]",
      "physique": "fit",
      "appearance": "natural and confident"
    },
    "skin_and_features": {
      "texture": "authentic human skin with visible pores",
      "details": [
        "subtle natural blemishes",
        "soft expression lines",
        "light freckles"
      ],
      "makeup": "minimal fresh makeup",
      "tone": "warm undertones"
    },
    "attire_constraints": {
      "primary_garment": "[Shorts] from the reference photo",
      "preservation_rules": [
        "exact color and dye tone",
        "exact fabric texture and weave",
        "exact stitching and seam lines",
        "exact hemline cut and fit"
      ],
      "modification_permission": "NONE_for_primary_garment"
    },
    "pose": {
      "framing": "full-body standing",
      "orientation": "front-facing or subtle three-quarter turn",
      "intent": "highlight garment silhouette and drape"
    }
  },
  "environment_definition": {
    "location": "[outdoor urban setting]",
    "type": "[city sidewalk or chic cafe exterior]",
    "aesthetic": "clean neutral editorial",
    "lighting_interaction": "diffused natural daylight"
  },
  "composition_and_layout": {
    "camera_technique": "commercial fashion lookbook",
    "framing_rules": {
      "visibility": "full head-to-toe view",
      "margins": {
        "top": "moderate headroom",
        "sides": "balanced negative space"
      }
    },
    "focus": "sharp focus on garment and model"
  },
  "lighting_and_optics": {
    "source": "natural daylight",
    "quality": "soft diffused open shade",
    "shadows": "soft natural falloff",
    "exposure_priority": "accurate fabric detail and midtones"
  },
  "constraints_and_prohibitions": {
    "must_not_render": [
      "plastic smooth airbrushed skin",
      "artificial studio backdrop",
      "cropped limbs",
      "altered garment geometry"
    ],
    "strict_rule": "garment must match reference photo exactly"
  }
}