bias-detection-design
Designing review workflows to surface and mitigate bias in AI outputs.
Breaking complex user goals into subtasks that agents can handle.
$ npx -y skills add owl-listener/ai-design-skills --skill task-decomposition --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/task-decompositionContext preview
The summary Claude sees to decide when to auto-load this skill.
Breaking complex user goals into subtasks that agents can handle.
name: task-decomposition description: Breaking complex user goals into subtasks that agents can handle.
Users come with goals, not subtasks. Task decomposition is how a multi-agent system breaks a complex user goal into pieces that individual agents can handle — and then reassembles the results into something coherent.
For each type of user goal the system handles:
How finely to decompose matters:
User goals are often ambiguous. The system needs to:
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.