Drone Perception Task Evaluator

AuraOne, Inc.

United States

Remote

USD 21,000 - 41,000

Full time

14 days+

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Job summary

AuraOne, Inc. is seeking a Drone Perception Task Evaluator to remotely review drone perception task evaluation prompts and responses against AuraOne's quality rubric.

You will compare paired outputs, annotate edge cases, and provide structured feedback for retraining the modeling team. The role emphasizes clear reasoning, attention to detail, and scheduling flexibility with async work expected for at least 10 hours per week.

Qualifications

  • Prior evaluation, annotation, or human-rater experience on drone perception task evaluation or adjacent content for Drone Perception Task Evaluator 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.

Responsibilities

  • Evaluate drone perception task evaluation model outputs against a versioned rubric and assign severity tags for Drone Perception Task Evaluator 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
Drone Perception Task evaluation
Robotics evaluation
Embodied AI
Safety review
Drone
Perception

Job description

Drone Perception Task Evaluator is a remote evaluation track for reviewing drone perception task 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 drone perception task evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities
  • Evaluate drone perception task evaluation model outputs against a versioned rubric and assign severity tags for Drone Perception Task Evaluator 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 drone perception task evaluation or adjacent content for Drone Perception Task Evaluator 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 drone perception task 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
  • Drone Perception Task evaluation
  • Robotics evaluation
  • Embodied AI
  • Safety review
  • Drone
  • Perception
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 drone perception task evaluation or adjacent content for Drone Perception Task Evaluator 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.

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