bias-detection-design
Designing review workflows to surface and mitigate bias in AI outputs.
Adjusting formality, warmth, confidence, and style per context.
$ npx -y skills add owl-listener/ai-design-skills --skill tone-calibration --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/tone-calibrationContext preview
The summary Claude sees to decide when to auto-load this skill.
Adjusting formality, warmth, confidence, and style per context.
name: tone-calibration description: Adjusting formality, warmth, confidence, and style per context.
Tone is how the persona sounds in a specific moment. The persona stays constant. The tone adapts. A warm, helpful persona might use an encouraging tone when teaching and a direct tone when correcting.
Tone should shift based on context signals:
Create a matrix mapping contexts to tone settings: | Context | Formality | Warmth | Confidence | Pace | Directness | |---------|-----------|--------|------------|------|------------| | Onboarding | Low | High | Medium | Moderate | Low | | Error recovery | Low | High | Low | Slow | Medium | | Expert task | Medium | Medium | High | Variable | High | | Creative brainstorm | Low | Medium | Medium | Fast | Low | | Sensitive topic | High | High | Low | Slow | Low |
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.