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 removing all background people and objects from the scene.

TRANSFORMATION DESCRIPTION: Completely remove all unwanted people, objects, and distracting elements from the background of the photo. Fill in the removed areas with a clean, natural background that matches the original scene's lighting and context. The main subject should remain perfectly intact with no modifications to their appearance, clothing, or positioning. The background should look seamless and realistic as if the removed elements were never there.

STYLE AND AESTHETIC PARAMETERS:
- Photorealistic quality matching the original photo's style and resolution
- Seamless background reconstruction that matches original lighting conditions
- Natural textures and patterns in the filled background areas
- Maintain original color grading and atmosphere
- Background should be clean, uncluttered, and professionally composed
- If original background cannot be inferred, use a subtle, neutral background (soft blur, simple gradient, or minimal studio setting)
- Ensure smooth transitions between preserved and reconstructed areas

TECHNICAL QUALITY PARAMETERS:
- High resolution, 4K, detailed
- Sharp focus maintained on the main subject's face
- Professional quality photo editing standards
- Natural skin texture and lighting preserved
- No visible artifacts or seams in background reconstruction
- Recommended aspect ratio: match original photo dimensions

NEGATIVE PROMPT GUIDANCE: Avoid: distorted facial features, unrealistic background patterns, visible seams or edges, blurry subject, loss of likeness, unnatural lighting on subject, mismatched background colors, artifacts around subject's edges, pixelated areas, over-smooth surfaces, incomplete object removal

USER CUSTOMIZATION: {additional_context}