bias-detection-design
Designing review workflows to surface and mitigate bias in AI outputs.
Designing smooth transitions between agents and between AI and humans.
$ npx -y skills add owl-listener/ai-design-skills --skill handoff-protocols --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/handoff-protocolsContext preview
The summary Claude sees to decide when to auto-load this skill.
Designing smooth transitions between agents and between AI and humans.
name: handoff-protocols description: Designing smooth transitions between agents and between AI and humans.
A handoff is the moment one agent passes work to another — or to a human. It's where multi-agent systems most commonly fail. A dropped handoff means lost context, repeated work, or abandoned tasks.
Every handoff has:
The most common handoff failure is context loss. Design what transfers:
The user's experience of handoffs matters:
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.