Realistic AI-Generated Woman Carrying Iced Coffees on Urban Sidewalk

{
  "subject": {
    "description": "A young woman with a highly curvaceous and athletic hourglass figure. She has blonde hair pulled back into a soft, low bun with loose face-framing strands. Her facial features include full lips, a slender nose, and defined cheekbones. Her physique is characterized by a very narrow waist, wide hips, and a significantly prominent, full bust that shows natural weight and gravity. The skin texture is realistic with visible pores, subtle tan lines, and natural imperfections.",
    "attire": "A dark chocolate brown minimalist string bikini. The top features thin spaghetti straps and triangular cups that provide minimal coverage, emphasizing the volume and outward projection of the chest. The matching high-cut bikini bottoms sit high on the hips. She carries a large, slouchy olive-brown suede tote bag over her right shoulder.",
    "anatomical_fidelity": "Exact preservation of the reference's proportions: wide shoulders, deep bust volume exceeding ribcage depth, extremely tapered waist, and flared hips. Breast mass is heavy and positioned naturally as seen in the image."
  },
  "pose": {
    "description": "The subject is standing and walking toward the camera on a sunlit city sidewalk. Her weight is slightly shifted, creating a subtle tilt in the hips. Her right arm hangs naturally by her side, while her left arm is bent at the elbow, carrying a cardboard drink tray with two iced coffees and a brown paper pastry bag. Her head is tilted slightly down with a direct, neutral gaze toward the lens.",
    "posture": "Upright with a slight forward lean, maintaining the specific spine curvature and shoulder alignment from the reference."
  },
  "environment": {
    "setting": "An outdoor urban street scene during the daytime. The background features a tall, light-colored residential building on the left and a large, leafy green deciduous tree with a thick trunk in the center-right. A street sign and several parked cars (including a black SUV and a dark hatchback) are visible in the soft-focus background. The ground is a mix of gray asphalt and concrete sidewalk.",
    "spatial_depth": "Clear separation between the sharp subject in the foreground and the naturally blurred urban background."
  },
  "camera": {
    "shot_type": "Full-body shot",
    "angle": "Eye-level, straight-on",
    "framing": "Centered subject, vertical orientation",
    "lens_characteristics": "Standard focal length with a shallow depth of field, creating a realistic bokeh effect in the background trees and vehicles."
  },
  "lighting": {
    "type": "Natural bright sunlight",
    "direction": "High overhead and slightly from the right, creating dappled shadows from the trees.",
    "effects": "Strong highlights on the shoulders, chest, and hair; soft, realistic shadows on the torso and face; natural subsurface scattering on the skin."
  },
  "mood_and_expression": {
    "mood": "Casual, chic, and effortless",
    "expression": "Slightly pouty, neutral, and confident. Dark, slim rectangular sunglasses obscure the eyes, adding to a cool, detached aesthetic."
  },
  "style_and_realism": {
    "format": "Photorealistic digital photography",
    "details": "High-fidelity textures, no airbrushing, no beauty filters. The image must look like a candid street snap rather than a studio or editorial photograph."
  },
  "colors_and_tone": {
    "palette": "Earth tones (brown, olive, tan) contrasted with vibrant green foliage and a clear, bright atmosphere.",
    "temperature": "Warm, sun-drenched tones",
    "contrast": "Natural high contrast between sunlit areas and shadows."
  },
  "quality_and_technical_details": {
    "resolution": "High definition, sharp focus on the subject's face and bikini texture, realistic skin grain, micro-creases in the suede bag, and condensation on the plastic coffee cups."
  },
  "aspect_ratio_and_output": {
    "ratio": "3:4"
  },
  "controlnet": {
    "pose_control": {
      "model_type": "DWPose",
      "purpose": "Exact skeletal and pose lock",
      "constraints": [
        "preserve shoulder width",
        "preserve hip angle",
        "preserve spine curvature",
        "preserve limb placement"
      ],
      "recommended_weight": 1
    },
    "depth_control": {
      "model_type": "ZoeDepth",
      "purpose": "Depth, volume, and camera-to-body spatial lock",
      "constraints": [
        "preserve chest foreground dominance",
        "prevent flat or compressed depth",
        "maintain clear torso-to-background separation"
      ],
      "recommended_weight": 0.85
    }
  },
  "negative_prompt": {
    "forbidden_elements": [
      "anatomy normalization",
      "body proportion averaging",
      "smaller bust than reference",
      "reduced chest volume",
      "flattened or compressed breasts",
      "tightened or artificially lifted breasts",
      "slimmed torso",
      "aesthetic proportion correction",
      "beauty standard enforcement",
      "dataset-average female anatomy",
      "camera angles that reduce volume",
      "lens compression not in reference",
      "depth flattening",
      "mirror selfies",
      "phone-in-hand",
      "beautification filters",
      "skin smoothing",
      "plastic skin",
      "airbrushed texture",
      "stylized realism",
      "editorial fashion proportions"
    ]
  }
}