Python AI Automation Before/After Thumbnail Idea

Use the uploaded image as the exact subject identity, pose, facial structure, expression, gaze direction, hairstyle silhouette, clothing, body proportions, camera angle, framing, and crop reference. Preserve the subject's recognizable features while reinterpreting the scene in a distinct stylized rendering with careful attention to lighting, palette, composition, and background treatment throughout the entire generated result. Maintain consistent proportions and avoid distortion across all elements of the frame, keeping the overall aesthetic cohesive from foreground to background while respecting the reference material provided for this particular generation request in full detail.