human-in-the-loop-review-ops
CommunityCoordinate auditable human review for AI outputs.
Content & Communication#calibration#human-in-the-loop#audit-trail#adjudication#review-ops#labeling-consistency
AuthorXiaoPuOuO
Version1.0.0
Installs0
System Documentation
What problem does it solve?
The skill coordinates and manages human-in-the-loop review workflows for AI-generated outputs, ensuring traceable decisions, safe routing, and consistent quality controls across reviews.
Core Features & Use Cases
- Queue management and reviewer routing to assign items to the appropriate experts.
- Calibration, adjudication, and escalation workflows to resolve disagreements and improve labeling consistency.
- Audit trails and feedback capture to support governance, policy alignment, and continuous improvement.
Quick Start
Route the latest flagged output to the appropriate human reviewer and initiate the calibration workflow.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: human-in-the-loop-review-ops Download link: https://github.com/XiaoPuOuO/VFactory/archive/main.zip#human-in-the-loop-review-ops Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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