bias-detection-design
Designing review workflows to surface and mitigate bias in AI outputs.
Designing for informed user consent, opt-out, and human override.
$ npx -y skills add owl-listener/ai-design-skills --skill consent-and-agency --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/consent-and-agencyContext preview
The summary Claude sees to decide when to auto-load this skill.
Designing for informed user consent, opt-out, and human override.
name: consent-and-agency description: Designing for informed user consent, opt-out, and human override.
AI products make decisions, take actions, and process information on behalf of users. Consent and agency design ensures users remain in control — understanding what the AI does, agreeing to it, and being able to override it.
Users should understand and agree to:
Consent is not a checkbox at sign-up. It's an ongoing design challenge throughout the experience.
Agency means the user feels — and is — in control:
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.
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.
Helping users form warranted trust in the AI — neither overtrust nor undertrust — through deliberate confidence and source…