Agentic Task Completion Model Evaluation Specialist

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

Job summary

AuraOne, Inc. is seeking a remote evaluation specialist to review agentic task completion model outputs, apply a structured rubric, and provide rationales for retraining. The role focuses on tagging edge cases, formatting auditable feedback, and maintaining calibration against gold-standard examples.

Remote contractor position requiring reliable async availability for at least 10 hours per week. Compensation discussed after interviews.

Qualifications

• Experience evaluating model outputs or adjacent content using rubrics.
• Ability to apply multi-page rubrics consistently across long batches.
• Clear written reasoning naming the issue and rubric clause.

Responsibilities

• Evaluate agentic task completion model outputs against a versioned rubric and assign severity tags.
• Compare paired responses and select the stronger answer with rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route to program team for rubric updates.
• Calibrate reviewer-quality scores against gold-standard examples weekly.
• Document recurring failure modes for future training runs.

Skills

Model evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Agentic task completion

Failure analysis

Rubric calibration

Job description

Agentic Task Completion Model Evaluation Specialist is a remote evaluation track for reviewing agentic task completion model evaluation 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 agentic task completion model evaluation evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate agentic task completion model evaluation evaluation model outputs against a versioned rubric and assign severity tags for Agentic Task Completion Model Evaluation Specialist 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 agentic task completion model evaluation evaluation or adjacent content for Agentic Task Completion Model Evaluation Specialist 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 agentic task completion model evaluation 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
• Agentic Task Completion Model Evaluation evaluation
• Frontier evaluation
• Rubric calibration
• Failure analysis
• Agentic
• Task
• Completion

Work model

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

Compensation

Hourly rate confirmed after the interview process.

Prior evaluation, annotation, or human-rater experience on agentic task completion model evaluation evaluation or adjacent content for Agentic Task Completion Model Evaluation Specialist 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.