bias-detection-design
Designing review workflows to surface and mitigate bias in AI outputs.
Designing interfaces where AI generates UI components dynamically.
$ npx -y skills add owl-listener/ai-design-skills --skill generative-ui --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/generative-uiContext preview
The summary Claude sees to decide when to auto-load this skill.
Designing interfaces where AI generates UI components dynamically.
name: generative-ui description: Designing interfaces where AI generates UI components dynamically.
Generative UI is when the AI creates interface elements on the fly — forms, cards, charts, layouts — rather than responding with plain text. The interface itself becomes a model output.
Traditional UI is designed ahead of time. Generative UI is created in the moment:
This shifts the designer's role from designing screens to designing the rules, constraints, and patterns the AI uses to generate screens.
The AI needs guardrails for what it generates:
Generative UI is powerful when:
Part of the Designer Skills suite. Install this collection and four more with one command in Claude Code: /plugin marketplace add Owl-Listener/designer-skills This repo still works on its own. The suite just gives everyone one front door.
Designing review workflows to surface and mitigate bias in AI outputs.
Designing for informed user consent, opt-out, and human override.
When and how AI should escalate to humans, refuse, or ask for clarification.
Defining behavioral boundaries — what the AI should and shouldn't do.
Proactively identifying failure modes, misuse, and unintended consequences.
Showing users what the AI knows, doesn't know, and how confident it is.