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thorsenk
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Applies a calibrated visual-design language to image generation and restyling requests.

Updated Jun 29, 2026
Search Tags:#design system#image generation#visual language#style consistency#restyling#prompt contract#drift evaluation
One-click install
npx skills add https://github.com/thorsenk/skills --skill skill-slug-thorsenk
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: {{SKILL_SLUG}}
Source: https://github.com/thorsenk/skills/tree/main/skills/calibrate-visual-language/assets/generated-vdl-skill-template
Command: npx skills add https://github.com/thorsenk/skills --skill skill-slug-thorsenk

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve? Teams that have calibrated a visual-design language need a repeatable way to apply it to routine image generation without reopening approved style decisions or drifting from validated rules. ## Core Features & Use Cases - Contract-driven generation: Loads a generation contract, style schema, reference manifest, and evaluation rubric before producing any image. - Drift control: Scores output against weighted criteria and regenerates when a critical rule fails, never presenting a known failure as validated. - Boundary enforcement: Routes any request that changes the visual language itself back to the calibrate-visual-language workflow as a candidate revision. - Use Case: After calibrating a brand illustration style, use this package to generate new marketing images in that style, restyle existing artwork, or compare candidate outputs against the approved rubric. ## Quick Start Use this visual language package to generate an image of a product onboarding screen in the approved style.

Frequently Asked Questions about {{SKILL_SLUG}}

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I generate images in a consistent visual style?▼

Load the package's generation contract, style schema, and reference manifest, then construct the prompt in the contract's defined order. Score the result against the evaluation rubric and regenerate when a critical rule fails.

How do I restyle an existing image without changing its layout?▼

Run a style-only restyle that preserves the supplied information architecture and applies visual treatment only from approved style rules and locks. The package forbids redesigning structure during a restyle.

Can I change the visual language during routine generation?▼

No. Approved style decisions are not reopened during routine use. Requests that change the visual language are routed back to the calibrate-visual-language workflow as a candidate revision.

What happens when generated output fails the style evaluation?▼

The output is scored against weighted 0-2 criteria with defined critical failures. When a critical rule fails and another attempt is reasonable, the image is regenerated; a known failure is never presented as validated.

Does this package guarantee identical image output every time?▼

No. The package explicitly does not claim deterministic or pixel-identical stochastic output. It controls drift through rules, locks, and rubric scoring rather than exact reproduction.

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