Car-Mounted 360° Video Recorder for AI Training Data

AuraOne; United States; Remoto; USD 28.000 - 41.000; Tempo pieno

Descrizione del lavoro

AuraOne is seeking an independent contractor to remotely evaluate car-mounted 360 video recorder outputs for AI training data. You will review model results, apply the rubric, and provide labeled feedback and rationales.

You will compare responses, tag issues, and help improve the rubric through weekly calibration and documentation.

Competenze

• Experience evaluating car-mounted 360 video data against rubrics.
• Ability to apply multi-page rubrics consistently across long batches.
• Clear written reasoning that maps issues to rubric clauses.
• Strong attention to detail and ability to flag when a prompt is the problem.
• Reliable async availability for at least 10 hours per week.

Mansioni

• Evaluate model outputs against a versioned rubric and assign severity tags.
• Compare paired responses and pick the stronger answer with 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.

Conoscenze

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Car Mounted 360 Video Recorder eval

Design

Descrizione del lavoro

Category: Video, Vision & Spatial AI · Pay: Hourly rate confirmed after the interview process · Location: Remote — US-eligible · Contractor

Car-Mounted 360° Video Recorder for AI Training Data is a remote evaluation track for reviewing car mounted 360 video recorder 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 car mounted 360 video recorder evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate car mounted 360 video recorder evaluation model outputs against a versioned rubric and assign severity tags for Car-Mounted 360° Video Recorder for AI Training Data 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 car mounted 360 video recorder evaluation or adjacent content for Car-Mounted 360° Video Recorder for AI Training Data 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 car mounted 360 video recorder 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
• Car Mounted 360 Video Recorder evaluation
• Design

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.