Application Users - Blender on Windows - Generalist

AuraOne, Inc.; United States; Remote; USD 41,000 - 55,000; Full time

Job summary

AuraOne, Inc. seeks a remote Evaluation Generalist to review Blender on Windows outputs, apply a multi-page rubric, and provide structured feedback for retraining. The role emphasizes precise labeling of issues, comparisons of model responses, and maintaining calibration against gold standards.

Applicants should have experience in evaluation or annotation of similar content, with reliable weekly availability and strong attention to detail. This is a remote US-eligible contractor position.

Qualifications

• Prior evaluation, annotation, or human-rater experience on Application Users - Blender on Windows - Generalist work.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and 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 model outputs against a rubric and assign severity tags.
• Compare paired responses and select the stronger answer with rationale.
• Label hallucinations, instruction-following failures, and unsafe content with tags.
• Capture ambiguous prompts and route to the program team for rubric updates.
• Maintain reviewer-quality scores by calibrating against gold-standard examples weekly.
• Document recurring failure modes for future training.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Evaluation experience

Job description

Application Users - Blender on Windows - Generalist is a remote evaluation track for reviewing application users blender on windows generalist 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 application users blender on windows generalist evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate application users blender on windows generalist evaluation model outputs against a versioned rubric and assign severity tags for Application Users - Blender on Windows - Generalist 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 application users blender on windows generalist evaluation or adjacent content for Application Users - Blender on Windows - Generalist 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 application users blender on windows generalist 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
• Application Users Blender on Windows Generalist evaluation

Work model

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

Compensation

$30–$40 / hr

Prior evaluation, annotation, or human-rater experience on application users blender on windows generalist evaluation or adjacent content for Application Users - Blender on Windows - Generalist 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.