Coordinate an independent worker-and-judge review loop until task output is approved.
npx skills add https://github.com/tiancaiamao/ai --skill worker-judge
Please help me install this Agent Skill. Skill: worker-judge Source: https://github.com/tiancaiamao/ai/tree/main/skills/worker-judge Command: npx skills add https://github.com/tiancaiamao/ai --skill worker-judge
Use a separate judge agent to verify another agent's work, reducing self-review bias and catching issues that a single pass can miss.
Ask the skill to run a worker-judge loop on your task and keep iterating until the output is approved.
High-intent search queries and answers about installing and using this skill.
Iterative refinement for quality assurance works by feeding explicit judge feedback back to a persistent worker agent, repeating the evaluation across multiple rounds until the output is approved or the round limit is reached.
You need a task with clear acceptance criteria, a persistent worker agent state to apply changes, and the ability to spawn fresh judge agents that deliver explicit approve-or-changes verdicts across multiple review rounds.
The worker-judge approach differs from single-pass verification by maintaining a persistent worker state while spawning a fresh judge agent each round, preventing reviewer fatigue and eliminating self-review bias through independent evaluation.
A limitation of the worker-judge loop is that it requires a controlled cleanup mechanism for spawned child agents, and tasks without clear acceptance criteria may cause the judge to iterate indefinitely until the maximum round limit is reached.
ksimbackDesigns agent loops with explicit goals, verification criteria, and termination conditions for Claude Code users.
m2ai-portfolioGenerate a structured quality rubric with pass/fail criteria and calibration steps.
jburns24Orchestrate a multi-agent PRD synthesis workflow producing a master PRD with citations.
mattmacleod16-svgAutomate iterative evaluation and refinement of AI agent outputs with structured JSON results.
