Candid Flash Portrait of a Blonde Woman in Vibrant Leopard Print Dress

{
  "subject": "A young woman with long, straight blonde hair featuring darker roots. She has naturally tanned skin with visible pores, subtle texture, and no artificial smoothing. She wears a tight, short, halter-neck mini dress with an extremely deep, wide, plunging V-neckline that exposes a large, full bust. The bust possesses heavy, natural volume, clear forward projection, realistic depth visibly greater than the ribcage, and soft tissue that behaves naturally under gravity with substantial cleavage. The dress has a vibrant vertical gradient of bright pink on the outer edges and orange down the center, covered in irregular black leopard-style spots. A small text tattoo is visible on her inner left forearm.",
  "pose": "Standing framed within a doorway, hips slightly angled to the left. Her spine has a natural posture. Her right arm is raised and bent sharply at the elbow, with her hand playfully holding and pulling a thick strand of her blonde hair outward. Her left arm extends to the right side of the frame, hand lightly resting against the white doorjamb. Her head is tilted slightly back and turned, with her gaze directed off-camera towards the top left. She is smiling broadly, mouth open, showing her teeth.",
  "environment": "The threshold of a modern, brightly lit bathroom. A white doorframe occupies the immediate foreground on the left and right. Inside the bathroom, visible elements include a light cream or white shower curtain hanging on a rod, a silver showerhead, a modern angular white toilet, a dark vanity cabinet with gold-colored horizontal drawer handles, a light-colored tiled floor, and a small dark bath mat on the floor.",
  "camera": "Medium-full shot, capturing the subject from mid-thigh up. Shot at eye level from straight ahead, utilizing the doorway to create a frame-within-a-frame composition. The perspective accurately maintains three-dimensional body depth without any wide-angle distortion, compression, or selfie/mirror angles.",
  "lighting": "Direct, harsh on-camera flash photography typical of a candid party or indoor nighttime shot. The intense flash creates sharp, dark, distinct shadows of the subject cast against the doorframe and bathroom wall behind her. Bright specular highlights are visible on her forehead, nose, chest, and shoulder, accurately highlighting skin subsurface scattering and body volume.",
  "mood_and_expression": "Playful, energetic, candid, cheerful, and highly spontaneous. The wide, laughing smile and off-camera gaze convey a lively, unguarded party atmosphere.",
  "style_and_realism": "Ultra-realistic, unedited, candid amateur flash photography. Strict photorealism with absolute physical accuracy to the reference. No beauty filters, no airbrushing, no stylized editing, and complete preservation of natural anatomical proportions and skin imperfections.",
  "colors_and_tone": "High-contrast dynamic range due to the flash lighting. The subject has warm, glowing tanned skin tones. The dress features highly saturated, neon pink and vibrant orange hues with stark black pattern details. The background consists of cool and neutral whites, creams, dark vanity browns, and sharp black shadows. Accurate white balance with a slight warm bias from the flash.",
  "quality_and_technical_details": "High resolution with sharp, crisp focus on the subject's face, hair, and torso. Detailed rendering of skin pores, micro-textures, individual hair strands, and textile fabric grain. Realistic lighting behavior, authentic shadow falloff, and zero compression artifacts or artificial smoothing.",
  "aspect_ratio_and_output": "3:4",
  "controlnet": {
    "pose_control": {
      "model_type": "OpenPose or DWPose",
      "purpose": "Exact skeletal and pose lock",
      "constraints": [
        "preserve shoulder width",
        "preserve hip angle",
        "preserve spine curvature",
        "preserve limb placement"
      ],
      "recommended_weight": "0.9 to 1.0"
    },
    "depth_control": {
      "model_type": "MiDaS or ZoeDepth",
      "purpose": "Depth, volume, and camera-to-body spatial lock",
      "constraints": [
        "preserve chest foreground dominance if present",
        "prevent flat or compressed depth",
        "maintain clear torso-to-background separation"
      ],
      "recommended_weight": "0.7 to 0.85"
    }
  },
  "negative_prompt": {
    "forbidden_elements": "anatomy normalization, body proportion averaging, smaller bust than reference, reduced chest volume, flattened or compressed breasts, tightened breasts, lifted breasts, artificially supported breasts, slimmed torso, aesthetic proportion correction, beauty standard enforcement, dataset-average female anatomy, camera angles that reduce volume, wide-angle distortion not in reference, lens compression not in reference, cropping that removes volume, depth flattening, mirror selfies, phone-in-hand selfies, reflections, beautification filters, skin smoothing, plastic skin, airbrushed texture, stylized realism, editorial fashion proportions, more realistic reinterpretation, naturalization of prominent features"
  }
}