bias-detection-design
Designing review workflows to surface and mitigate bias in AI outputs.
How the AI responds to user frustration, confusion, delight, and distress.
$ npx -y skills add owl-listener/ai-design-skills --skill emotional-design --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/emotional-designContext preview
The summary Claude sees to decide when to auto-load this skill.
How the AI responds to user frustration, confusion, delight, and distress.
name: emotional-design description: How the AI responds to user frustration, confusion, delight, and distress.
Users bring emotions to AI interactions. Frustration when it doesn't work. Delight when it does something unexpected. Distress when dealing with difficult topics. The AI's response to these emotions is a design decision.
**For frustration:**
**For confusion:**
**For distress:**
**For delight:**
**For anger at the AI:**
The AI can infer emotion from:
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.