Prompt Robustness Failure Analysis Reviewer

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

Job summary

AuraOne, Inc. seeks a remote Prompt Robustness Failure Analysis Reviewer to evaluate model outputs against a versioned rubric and assign severity tags. You will compare paired responses, justify selections, and label issues using structured rubric categories.

The role emphasizes clear written reasoning, multi-page rubric consistency, and calibration against gold-standard examples. Independent contractor arrangement with US remote work. Hourly compensation discussed after interview.

Qualifications

• Experience evaluating prompts and annotating results using defined rubrics.
• Ability to apply rubric clauses consistently across long batches.
• Clear written reasoning that names issues and rubric references.

Responsibilities

• Evaluate prompt robustness failure analysis model outputs against a versioned rubric and assign severity tags.
• Compare paired responses and select the stronger answer with a rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them for rubric updates.
• Maintain reviewer-quality scores by calibration against gold-standard samples.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Prompt robustness

Frontier evaluation

Rubric calibration

Failure analysis

Attention to detail

Clear written reasoning

Job description

Prompt Robustness Failure Analysis Reviewer is a remote evaluation track for reviewing prompt robustness failure analysis evaluation prompts and responses against AuraOne's quality rubric. Reviewers compare paired outputs, label edge cases, and write the kind of structured feedback the modeling team can use to retrain.

Why this role matters

AI data reviewers help turn prompt robustness failure analysis evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate prompt robustness failure analysis evaluation model outputs against a versioned rubric and assign severity tags for Prompt Robustness Failure Analysis Reviewer 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.

Qualifications

• Prior evaluation, annotation, or human-rater experience on prompt robustness failure analysis evaluation or adjacent content for Prompt Robustness Failure Analysis Reviewer work.
• 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.

Example tasks

• Compare two prompt robustness failure analysis evaluation model responses to the same prompt and pick the stronger one with rationale.
• Tag an unsafe response with the correct policy category and severity.
• Audit a 50-row batch for rubric consistency and report drift to the program lead.
• Propose a rubric clarification after spotting a recurring failure mode.

Nice to have

• Background in linguistics, content moderation, or trust & safety review.
• Experience with inter-rater agreement metrics and calibration cycles.
• Domain expertise that lets you spot subject-matter errors automated checks miss.

Skills

• Model output evaluation
• Rubric-based annotation
• Severity tagging
• Inter-rater calibration
• Prompt Robustness Failure Analysis evaluation
• Frontier evaluation
• Rubric calibration
• Failure analysis
• Prompt
• Robustness

Work model

Remote - Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.

Compensation

Hourly rate confirmed after the interview process.