Identity Lock: Use the reference image as the absolute identity source — face, skin tone…

Identity Lock: Use the reference image as the absolute identity source — face, skin tone, hairstyle, facial hair, clothing, and accessories must match exactly, unaltered, gender-neutral. Only lighting, background, and composition are newly generated. Style: Photorealistic black-and-white high-fashion street editorial, cinematic chiaroscuro, natural film grain. Lighting: Hard diagonal sunlight across face/wall, deep black shadow on the opposite side, sharp light-to-dark transition. Sunlit textured wall with railing-shadow patterns behind subject. Pose/Angle: Slight low angle, three-quarter view, leaning against wall, head tilted up/aside, one hand in pocket, calm confident stance, static. Composition: Vertical, subject right-of-center, large dark negative space, diagonal shadow lines from railing, 3:4 aspect ratio. Background: Textured concrete wall, black shadow gradient to sunlit side, horizontal railing casting diagonal shadows. Color: Pure monochrome — deep blacks, clean whites, full tonal range, no color. Expression: Serene, eyes closed or gazing upward, calm — matching reference's natural expression. Lens/Quality: 50–85mm portrait lens, full-frame sharpness, natural light falloff, subtle grain, no artificial light. Rule: Anything visible in the reference (face, hair, clothing, accessories) must not be redescribed or altered — it's the fixed source of truth. Only build new lighting/background/composition around it.