This project explores a new approach to AI portrait generation — treating prompts not as loose descriptions, but as structured design tools. By building each image through carefully engineered JSON prompt templates, I was able to control lighting, realism, skin texture, clothing style, and character mood with far greater precision than traditional text prompting allows.