Remote Constraint Solving Reviewer: Evaluation & Feedback

AI Trainer Jobs; United States; Remote; USD 34,000 - 55,000; Full time

Job summary

AuraOne is seeking a Constraint Solving Reasoning Reviewer to remotely evaluate prompts and responses against our quality rubric. You will compare paired outputs, label edge cases, and draft structured feedback for retraining the modeling team.

As a contractor, you will review frontier model outputs, judge benchmark failures, and calibrate other evaluators. Strong written reasoning and attention to detail are essential for success in this role.

Qualifications

• Experience evaluating constraint solving reasoning evaluation or adjacent content for Constraint Solving Reasoning Reviewer work.
• Ability apply 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.

Responsibilities

• Evaluate constraint solving reasoning evaluation model outputs against a versioned rubric and assign severity tags for Constraint Solving Reviewer 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

Model evaluation

Rubric annotation

Severity tagging

Inter-rater calibration

Constraint solving

Formal reasoning

Proof review

Quantitative analysis

Constraint

Solving

Job description

AuraOne is seeking a Constraint Solving Reasoning Reviewer to remotely evaluate prompts and responses against our quality rubric. You will compare paired outputs, label edge cases, and draft structured feedback for retraining the modeling team.

As a contractor, you will review frontier model outputs, judge benchmark failures, and calibrate other evaluators. Strong written reasoning and attention to detail are essential for success in this role.