sn-image-imitate

To generate a style-consistent image, this Skill extracts a layout blueprint and detailed caption from your reference image, rewrites the caption to match your new topic, and uses VLM-based layout consistency reviews with retries to ensure the visual rendering style and block topology remain intact.

Rewriting a design often breaks the original layout because standard image generation ignores region topology and reading flow. This Skill solves the problem by applying layout-lock constraints and a bounded layout consistency review to preserve the hierarchy and rendering style of the reference.

You can imitate poster and infographic layouts by providing a static reference image and describing your desired content. The Skill uses a three-stage pipeline to extract the visual blueprint, rewrite the caption with layout-lock constraints, and generate the new image while preserving the block topology.

Yes, the workflow supports automatic retries. It performs a VLM-based layout consistency review after image generation, compares the output against the reference blueprint, and retries with corrective hints until the layout similarity passes a defined threshold.

Yes, you can debug the generation process because the Skill returns structured, debuggable results. It outputs the reference captions, layout blueprint, rewritten caption, per-attempt scores, deviations, and timing data to ensure reproducibility and help identify layout mismatches.

The best way to preserve block topology is to use a Skill that extracts a layout blueprint and enforces layout-lock constraints during caption rewriting. This ensures the hierarchy, region topology, and reading flow of your office visuals remain consistent with the static reference.