Tool-Use Reasoning QA Reviewer (Remote Contractor)

AuraOne, Inc.; United States; Remote; USD 55,000 - 96,000; Full time

Benefits offered by this job

Remote work (US-eligible)

Contractor role

Job summary

AuraOne, Inc. is seeking a remote Tool-Use Reasoning Failure Analysis Reviewer to assess evaluation prompts and responses against our quality rubric.

You will compare paired outputs, assign severity tags, and write structured feedback for model retraining. Responsibilities include labeling hallucinations, instruction-following failures, and unsafe content with structured tags; calibrating scores against gold standards; and documenting recurring failure modes for rubric updates.

Qualifications

• Experience evaluating tool use reasoning failure analyses.
• Ability to apply multi-page rubrics consistently.
• Clear written rationale naming issues and rubric clauses.
• Strong attention to detail; flag prompt problems.
• Async availability for at least 10 hours per week.

Responsibilities

• Evaluate outputs against a versioned rubric and assign severity tags.
• Compare paired responses and select the stronger with rationale.
• Label hallucinations, instruction-following failures, and unsafe content.
• Capture ambiguous prompts and route to the program team.
• Calibrate reviewer-quality scores against gold-standard examples.
• Document recurring failure modes for rubric updates.

Skills

Tool Use Evaluation

Annotation

Severity tagging

Inter-rater calibration

Rubric-based annotation

Remote work

Job description

AuraOne, Inc. is seeking a remote Tool-Use Reasoning Failure Analysis Reviewer to assess evaluation prompts and responses against our quality rubric.

You will compare paired outputs, assign severity tags, and write structured feedback for model retraining. Responsibilities include labeling hallucinations, instruction-following failures, and unsafe content with structured tags; calibrating scores against gold standards; and documenting recurring failure modes for rubric updates.