Generalist Writer

AI Trainer Jobs; United States; Remote; USD 28,000 - 55,000; Full time

Job summary

AuraOne is seeking a remote Generalist Writer evaluator to review and label generalist prompt responses using a versioned rubric. You will compare outputs, assign severity tags, and provide structured feedback to help retrain the model.

This role emphasizes precise reasoning and consistent rubric application across tasks. Ideal candidates have prior evaluation experience, strong attention to detail, and the ability to articulate clear rationales for rubric-based judgments.

Qualifications

• Experience evaluating or annotating content in generalist prompts or related fields.
• Ability to apply complex rubrics consistently across long batches.
• Clear, structured written reasoning that identifies issues and rubric clauses.
• Reliable async availability for at least 10 hours per week.
• Familiarity with inter-rater calibration and quality control processes.

Responsibilities

• Evaluate generalist writer evaluation model outputs against a versioned rubric and assign severity tags for Generalist Writer 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.

Skills

Evaluation experience

Attention to detail

Written reasoning

Availability 10h/week

Rubric interpretation

Job description

Generalist Writer is a remote evaluation track for reviewing generalist writer 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.

Category: Frontier Model Evaluation Pay: Hourly rate confirmed after the interview process Location: Remote — US-eligible Contractor

Generalist Writer is a remote evaluation track for reviewing generalist writer evaluation prompts and responses against AuraOne's quality rubric.

Role details

About the role

Generalist Writer is a remote evaluation track for reviewing generalist writer 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.
AI data reviewers help turn generalist writer evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.
Review frontier model outputs. Judge benchmark failures and calibrate other evaluators.

Responsibilities

• Evaluate generalist writer evaluation model outputs against a versioned rubric and assign severity tags for Generalist Writer 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.

What you should bring

• Prior evaluation, annotation, or human-rater experience on generalist writer evaluation or adjacent content for Generalist Writer 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.

Role signals

Example tasks

• Compare two generalist writer 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.

Useful experience

• 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.

Compensation and schedule

Hourly rate confirmed after the interview process.
Expected arrangement: contractor , with program-defined task volume and review pacing. Placement depends on current program demand and reviewer confirmation.

Skills used in matching

• Model output evaluation
• Rubric-based annotation
• Severity tagging
• Inter-rater calibration
• Generalist Writer evaluation

Application boundary

Creating a specialist profile records your experience and preferences. Starting role intake is a separate action that attaches this role to your candidate record.

Specialist intake

The intake preserves your chosen role, the visible terms, and source attribution for reviewer context.
- 01 Confirm profile and eligibility details.
- 02 Attach this role deliberately.
- 03 Receive a human review decision or follow-up.
Placement timing depends on program demand and reviewer confirmation.