{
"action": "image_generation",
"action_input": "Use the attached person photo as the ONLY and EXCLUSIVE identity reference and preserve 100% of the person’s real appearance. The generated portrait must clearly depict the SAME REAL PERSON from the uploaded photo, not a generic model or a different person. Face, hair and gender expression must remain 100% identical to the uploaded photo (absolute identity lock: no morphing, no beautification, no age, gender or ethnicity change). Preserve 100% of the facial traits from the uploaded photo: same facial structure and proportions, head shape, jawline, chin, cheekbones, nose shape, mouth shape, lip thickness, eye shape, eyelid type, eyebrow shape and density, and natural skin tone. Keep the same hairstyle family (overall length, volume, hairline, parting and silhouette), only adapting it slightly to the lighting and framing while keeping it instantly recognizable as the same hair. Respect the original gender from the uploaded photo 100%, maintaining the same gender expression, body type and overall look; no feminization, no extra masculinization, no shift toward androgyny and no ethnicity change. Match the scene CROP and CAMERA ANGLE to a straight‑on front view of the face with a symmetrical composition: both sides of the face framed evenly, eyes aligned horizontally, and the subject looking directly into the camera. Maintain a tight, cinematic close‑up that fills the vertical 4:5 frame primarily with the face, leaving only minimal background visible. Transform the uploaded photo into an ultra‑realistic cinematic close‑up portrait in a high‑end fashion photography style. The eyes must be sharply in focus and centered as the main focal point of the image, rendered with hyper‑detailed reflections and depth. Apply a narrow beam of warm golden sunlight that cuts diagonally across the face, passing over the eyes and nose. This beam should create dramatic light‑and‑shadow contrast: bright, warm highlights where the light hits, and deeper, cooler shadows on the opposite side of the face. Ensure the beam is clean and directional, with soft edges, as if sunlight is entering through a small gap or window, adding a strong cinematic mood. Render the lips with a subtle wet shine, slightly parted to suggest a relaxed, natural expression. Maintain smooth, realistic skin texture with visible but refined pores, fine details and subtle highlights on the forehead, cheekbones, nose bridge and chin, avoiding plastic or over‑airbrushed skin. Use a dark, neutral background (deep gray, charcoal or very dark brown) with moody low‑key lighting. Apply shallow depth of field so the face and especially the eyes remain razor‑sharp, while ears, hair edges and background fall gently out of focus. The overall lighting and color grading must feel cinematic, with warm tones in the light beam and slightly cooler, desaturated tones in the shadows. Style and quality: hyper‑realistic, 8K resolution, vertical 4:5 ratio, with high‑end fashion photography aesthetics. Use cinematic color grading to balance warm highlights and cool shadows, preserving natural skin tones and avoiding oversaturation. The final image should look like a premium magazine cover or luxury beauty campaign image, with clean composition, precise focus and no distracting elements. Do NOT change the subject’s facial identity, hairstyle family or gender at any point: the cinematic close‑up portrait must remain instantly recognizable as the SAME REAL PERSON from the uploaded photo."
}