bias-detection-design
Designing review workflows to surface and mitigate bias in AI outputs.
Making multi-agent workflows visible and debuggable for designers and developers.
$ npx -y skills add owl-listener/ai-design-skills --skill observability-design --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/observability-designContext preview
The summary Claude sees to decide when to auto-load this skill.
Making multi-agent workflows visible and debuggable for designers and developers.
name: observability-design description: Making multi-agent workflows visible and debuggable for designers and developers.
You can't improve what you can't see. Observability design makes the internal workings of multi-agent systems visible — so designers can understand user experience problems, developers can debug failures, and teams can improve the system over time.
**For designers:**
**For developers:**
**For product managers:**
**For users (optional):**
Too much data is as bad as too little:
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.