Application Users - Visual Studio Code on macOS - Code

AuraOne, Inc.; United States; Remote; USD 76,000 - 90,000; Full time

Job summary

AuraOne, Inc. seeks a remote contractor to review application users' Visual Studio Code on macOS outputs. You will assess model responses against a versioned rubric, assign severity tags, and provide written rationales for each decision.

You will compare paired results, label failures, and document common issues to help retrain the system. This role requires precise reasoning and consistent rubric application.

Qualifications

• Prior evaluation, annotation, or human-rater experience on code evaluation content.
• Ability to apply multi-page rubrics consistently.
• Clear written reasoning that names the issue and rubric clause.
• Strong attention to detail.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate model outputs against the rubric and assign severity tags.
• Compare paired responses and provide rationale.
• Label hallucinations, instruction-following failures, and unsafe content.
• Document recurring failure modes for rubric updates.
• Calibrate scores against gold-standard examples weekly.
• Audit batches for rubric consistency and report drift.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

MacOS code evaluation

Job description

Application Users - Visual Studio Code on macOS - Code is a remote evaluation track for reviewing application users visual studio code on macos code 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 visual studio code on macos code evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate application users visual studio code on macos code evaluation model outputs against a versioned rubric and assign severity tags for Application Users - Visual Studio Code on macOS - Code 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 visual studio code on macos code evaluation or adjacent content for Application Users - Visual Studio Code on macOS - Code 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 visual studio code on macos code 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 Visual Studio Code on macOS Code evaluation

Work model

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

Compensation

$55–$65 / hr