Remote Unit Test Workflow Reviewer: QA & Rubric Auditor

AI Trainer Jobs; United States; Remote; USD 34,000 - 55,000; Full time

Job summary

AuraOne is seeking a remote Unit Test Generation Workflow Reviewer to evaluate model outputs against a fixed rubric and provide structured feedback for retraining. This independent contractor role emphasizes identifying edge cases, labeling errors, and writing concise rationales to guide the modeling team.

Reviewers compare paired responses, tag halos, and help calibrate evaluators across multi-page rubrics, contributing to robust audit trails and quality control in unit test generation

Qualifications

• Experience evaluating AI model outputs against rubrics.
• Ability to assign severity tags to outputs.
• Ability to provide structured feedback for retraining.

Responsibilities

• Evaluate unit test generation workflow outputs against a versioned rubric.
• Compare paired responses and select the stronger with rationale.
• Label hallucinations, instruction-following failures, and unsafe content with tags.
• Capture ambiguous prompts and route for rubric updates.

Skills

Model evaluation

Rubric annotation

Edge-case labeling

Written rationale

Inter-rater calibration

Tools

Rubric-based tools

Job description

AuraOne is seeking a remote Unit Test Generation Workflow Reviewer to evaluate model outputs against a fixed rubric and provide structured feedback for retraining. This independent contractor role emphasizes identifying edge cases, labeling errors, and writing concise rationales to guide the modeling team.

Reviewers compare paired responses, tag halos, and help calibrate evaluators across multi-page rubrics, contributing to robust audit trails and quality control in unit test generation