Remote Home Robot Evaluation & Validation Specialist

AuraOne, Inc.; United States; Remote; USD 34,000 - 55,000; Full time

Job summary

AuraOne, Inc. is seeking an independent contractor to remotely evaluate home robot failure task evaluation model outputs. You will compare paired responses, label issues, and provide structured feedback for retraining efforts, ensuring alignment with the company rubric.

This role emphasizes clear reasoning, meticulous attention to detail, and reliable weekly calibration to maintain high reviewer quality. US remote eligibility applies.

Qualifications

• Prior evaluation, annotation, or human-rater experience on home robot failure task evaluation or adjacent content.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and the rubric clause being applied.
• Strong attention to detail and the ability to flag when a prompt itself is the problem.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate home robot failure task evaluation model outputs against a versioned rubric and assign severity tags for Home Robot Failure Task Evaluator assignments.
• Compare paired responses and pick the stronger answer with a written rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them back to the program team for rubric updates.
• Maintain reviewer-quality scores by calibrating against gold-standard examples each week.
• Document recurring failure modes so the modeling team can target them in the next training run.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Home Robot Failure Task evaluation

Robotics evaluation

Embodied AI

Safety review

Job description

AuraOne, Inc. is seeking an independent contractor to remotely evaluate home robot failure task evaluation model outputs. You will compare paired responses, label issues, and provide structured feedback for retraining efforts, ensuring alignment with the company rubric.

This role emphasizes clear reasoning, meticulous attention to detail, and reliable weekly calibration to maintain high reviewer quality. US remote eligibility applies.