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{
  "subject_description": {
    "demographics": "Young woman, early 20s, tan skin tone, slim athletic build.",
    "hair": "Long, dark brown to black hair, loose waves, center part, draping over shoulders and back.",
    "face": "Oval face shape, full lips, neutral expression with slight pout, direct eye contact with lens. Subtle makeup with visible highlighter on nose bridge and cheekbones.",
    "accessories": "Gold chain necklace with a rectangular pendant, small gold hoop earrings.",
    "clothing": {
      "top": "Black strapless tube top, tight fit, brown graphic lettering reading '[HAWAIIAN Tropic™]' centered on chest.",
      "bottoms": "White lounge shorts, soft cotton fabric, brown hibiscus flower print on left thigh, elastic waistband.",
      "fit": "Snug, revealing midriff and navel, casual loungewear aesthetic."
    }
  },
  "pose_geometry": {
    "spine_and_pelvis": {
      "pelvic_tilt": "Significant lateral pelvic tilt to subject's right.",
      "lumbar_curve": "Natural lumbar lordosis emphasized by standing hip pop.",
      "alignment": "Torso slightly angled towards camera left, hips turned subtly."
    },
    "weight_distribution": {
      "primary_load": "Weight predominantly on subject's straight right leg.",
      "secondary_load": "Left leg relaxed, slightly bent at the knee with foot forward.",
      "visual_impact": "Distinct asymmetrical contrapposto silhouette creating a fluid hip-to-shoulder curve."
    },
    "limbs": {
      "arms": "Right arm hanging relaxed by her side; left arm bent at elbow with hand resting on waist, forming a triangular negative space.",
      "shoulders": "Shoulders relaxed, left shoulder resting slightly lower due to hip tilt."
    }
  },
  "environment_context": {
    "setting": "Modern apartment living room interior.",
    "background_elements": [
      "Large flat-screen television mounted on a clean white wall on the left.",
      "Dark wood media credenza beneath the television.",
      "White ceramic vase with fluffy dried pampas grass on the credenza.",
      "Open white interior doorway in background center.",
      "Vertical natural wood slat acoustic paneling on right accent wall.",
      "Minimalist smoke detector on white ceiling."
    ],
    "flooring": "Glossy large-format white ceramic tiles with subtle reflections."
  },
  "lighting_physics": {
    "source": "Natural daylight streaming from a large window off-camera to the left.",
    "quality": "Soft, diffused, directional side lighting.",
    "shadows": "Soft gradated shadows cast to the right of subject, visible soft floor shadow.",
    "highlights": "Subtle skin sheen on bare shoulders and clavicle, gentle floor tile reflections, low-key screen reflections."
  },
  "color_behavior": {
    "palette": "Warm neutrals including cream, white, matte black, and natural wood tones alongside tan skin tones.",
    "saturation": "Natural, lifelike saturation with warm undertones.",
    "white_balance": "Daylight balanced."
  }
}

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