Remote Uncertainty Calibration Reviewer & Feedback Analyst

AuraOne, Inc.; United States; Remote; USD 34,000 - 62,000; Full time

Job summary

AuraOne, Inc. seeks a meticulous Uncertainty Calibration Failure Analysis Reviewer for a remote contractor role. You will evaluate model outputs against a versioned rubric, assign severity tags, and provide structured feedback to retrain prompts.

Responsibilities include comparing paired responses, labeling edge cases, documenting recurring issues, and calibrating against gold-standard examples each week. Applicants should have prior annotation experience and be available asynchronously for at

Qualifications

• Prior evaluation, annotation, or human-rater experience on uncertainty calibration failure analysis 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 uncertainty calibration failure analysis evaluation model outputs against a versioned rubric and assign severity tags for Uncertainty Calibration 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.

Skills

Model evaluation

Rubric annotation

Severity tagging

Inter-rater calibration

Uncertainty calibration

Frontier evaluation

Rubric calibration

Failure analysis

Uncertainty

Calibration

Job description

AuraOne, Inc. seeks a meticulous Uncertainty Calibration Failure Analysis Reviewer for a remote contractor role. You will evaluate model outputs against a versioned rubric, assign severity tags, and provide structured feedback to retrain prompts.

Responsibilities include comparing paired responses, labeling edge cases, documenting recurring issues, and calibrating against gold-standard examples each week. Applicants should have prior annotation experience and be available asynchronously for at