use the person from the reference image. Concept: an intimate couple photoshoot with a warm, trusting connection and a subtle urban romance mood. Subject: a couple standing close together, the woman leaning into the man and wrapping her arm around his shoulder, while he holds her by the waist. Setting: a city bridge or embankment with metal railings, residential buildings, trees, and an overcast sky in the background. Action & Pose: both are embracing naturally and looking directly at the camera with soft, calm smiles; the pose feels relaxed, close, and emotionally genuine. Appearance: the woman has long straight well-groomed hair and natural makeup; the man has short hair and a natural appearance. Wardrobe: both wear dark oversized spring jackets in a minimalist style. Lighting: soft natural cloudy daylight with cool tones. Visual Style: lifestyle, candid, with a light cinematic vibe and natural colors. Atmosphere: calm, slightly melancholic, urban romance. Details & Texture: photorealism, high detail in skin and clothing, 4K–8K. Priority Instructions: preserve the couple dynamic, natural facial features from the reference, realistic proportions, and authentic emotional closeness.