IDENTITY PRESERVATION INSTRUCTION: Using the uploaded photo as reference, preserve the person's exact facial features, face shape, eye color, skin tone, and unique characteristics while transforming the image into a professional model portfolio shot. The person's identity must remain completely recognizable and consistent across all genre variations.

TRANSFORMATION DESCRIPTION: Create a series of professional model portfolio images in four distinct fashion genres:

1. COMMERCIAL PORTFOLIO: Clean, approachable look with bright lighting, natural makeup, and professional attire. Perfect for brand campaigns and retail advertising.

2. HIGH-FASHION EDITORIAL: Dramatic, avant-garde styling with bold lighting, artistic posing, and couture-inspired elements. Edgy and sophisticated.

3. STREET STYLE FASHION: Urban atmosphere, casual-cool aesthetic with contemporary streetwear, dynamic natural lighting, and authentic city backdrop.

4. LUXURY LIFESTYLE: Elegant, refined setting with sophisticated wardrobe, soft golden lighting, and aspirational atmosphere.

For each variation, maintain the model's signature look while adapting styling, pose suggestions, and environment to match the genre requirements.

STYLE AND AESTHETIC PARAMETERS:
- Art Style: Professional fashion photography - photorealistic, magazine editorial quality, high-end commercial aesthetic
- Lighting Conditions: Varied by genre - commercial (bright softbox lighting), editorial (dramatic rim lighting and shadows), street style (natural golden hour), luxury (warm studio with soft falloff)
- Color Palette: Commercial (clean whites, soft pastels, vibrant accents), Editorial (monochromatic, high contrast, selective color), Street Style (gritty desaturated tones with pops of color), Luxury (rich jewel tones, cream, champagne, gold)
- Mood & Atmosphere: Professional, confident, versatile, marketable - each genre should convey different modeling capabilities while maintaining cohesive identity
- Background Treatment: Commercial (clean studio backdrop or subtle office), Editorial (abstract studio or minimalist art setting), Street Style (authentic urban environment with graffiti walls or city architecture), Luxury (elegant interiors, hotel lobbies, or upscale venues)
- Wardrobe & Styling: Professional fashion choices appropriate to each genre with attention to fit, fabric texture, and styling details
- Makeup & Hair: Genre-appropriate styling that enhances facial features while maintaining natural beauty
- Pose & Expression: Varied modeling poses - commercial (warm smile, direct gaze), editorial (contemplative, edgy angles), street style (relaxed, candid), luxury (elegant, poised)

TECHNICAL QUALITY PARAMETERS:
- High resolution, 4K, detailed, professional fashion photography quality
- Sharp focus maintained on face and eyes throughout all variations
- Professional quality with studio-grade lighting and color grading
- Aspect ratio: 4:5 vertical portrait format (standard for model comp cards)
- Depth of field: Shallow to medium, keeping eyes and facial features razor-sharp
- Skin texture: Natural, pore-level detail preserved with professional retouching quality
- Color grading: Professional fashion photography color science with proper skin tones
- Composition: Rule of thirds, professional headshot and three-quarter framing

NEGATIVE PROMPT GUIDANCE: Avoid: distorted facial features, unrealistic proportions, blurry face, loss of likeness, unnatural skin smoothing, plastic-looking skin, mismatched skin tones between images, unnatural lighting artifacts, poorly integrated wardrobe changes, unnatural body proportions, distorted hands or fingers, inconsistent facial identity across variations, low resolution, amateur photography quality, over-processed filters, unrealistic fashion styling, costume-like appearance, theatrical makeup that obscures natural features, unnatural eye reflections, inconsistent lighting direction, background elements bleeding onto subject

USER CUSTOMIZATION: {additional_context} - Use this section to specify: preferred genres to emphasize, specific wardrobe colors or styles you want to avoid, particular facial features to highlight, lighting preferences (natural vs studio), background environment preferences, desired mood or attitude, specific modeling agencies or markets you're targeting, any particular angles or poses you prefer, makeup intensity preferences, hair styling preferences or limitations

EXECUTION GUIDANCE: The AI should generate multiple variations of the same uploaded face with different styling and environments. Each image should look like it was taken during the same professional photoshoot session but featuring different fashion genres. The person's identity must remain 100% consistent - same person, different looks. Focus on creating marketable, agency-ready images that demonstrate versatility while maintaining the subject's unique characteristics and natural beauty.