Introduction
This Skill analyzes a reference image's composition, subject placement, materials, lighting, text, and visual relationships, then rewrites the generation prompt around the user's explicit change request. It can preserve the layout closely or replace only a defined subject. When generation tools are available, it creates the image and checks whether the old subject returned unintentionally.
Use Cases
It works for reusing a poster structure, replacing a product, transferring a palette, producing a related cover series, or studying the prompt logic behind an image. Reference images and sample prompts are mapped separately. Brand text, logos, and protected characters are never filled in without authorization, and unclear requests are resolved before generation.
Template
Upload the reference image and optionally a sample prompt. Specify the composition and elements to keep, subject to replace, target style, text, aspect ratio, and output count. Example: retain a perfume poster's central symmetry and water reflection, replace the bottle with white headphones, and remove all original brand wording.




