Remote Evaluation Architect: JSON Schema & Model Review

AuraOne; United States; On-site; USD 55,104 - 57,859; Full time

Job summary

AuraOne is seeking a Backend Engineer (JSON Schema Developer) to evaluate model outputs against a rubric, tag issues, and provide structured feedback for retraining. This remote contractor role supports the evaluation of prompts and responses within AuraOne's quality rubric.

The position emphasizes requiring clear written reasoning, attention to detail, and the ability to flag when prompts are problematic, with flexible weekly hours on a contractor basis.

Qualifications

• Prior evaluation, annotation, or human-rater experience on backend engineer evaluation or adjacent content for Backend Engineer (JSON Schema Developer) 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.

Responsibilities

• Evaluate backend engineer evaluation model outputs against a versioned rubric and assign severity tags for Backend Engineer (JSON Schema Developer) 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 output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Backend Engineer evaluation

API Contract Design

Data Architecture

Data Modeling

Data Validation & Field Typing

JSON Schema Development

Schema Design

Job description

AuraOne is seeking a Backend Engineer (JSON Schema Developer) to evaluate model outputs against a rubric, tag issues, and provide structured feedback for retraining. This remote contractor role supports the evaluation of prompts and responses within AuraOne's quality rubric.

The position emphasizes requiring clear written reasoning, attention to detail, and the ability to flag when prompts are problematic, with flexible weekly hours on a contractor basis.