Harbor Expert Network
Teleoperation QA Reviewer
$85–$120/hrpay
Required skills
About Harbor
Harbor connects domain experts to the development of frontier AI models. Real-world expertise is turned into training data, evaluations, and feedback loops that improve how models perform. AI labs and enterprises use Harbor to train models and build reliable agents through advanced evaluations and field capture programs. Experts contribute directly to how AI systems learn, reason, and perform across robotics, computer vision, wearable AI, industrial inspection, healthcare, and agentic systems. Harbor identifies and vets top talent through an AI recruiter, enabling high-quality contributions at scale.
Job description
Job title: Teleoperation QA Reviewer
Job type: Contractor
Location: Remote
Job summary: Review teleoperation sessions for production robotics datasets. You will arbitrate ambiguous trajectories, latency artifacts, and operator errors before data ships to frontier labs.
Key responsibilities
- Review recorded teleop sessions against program-specific quality rubrics.
- Identify latency, overshoot, slip, and collision-near-miss patterns in operator trajectories.
- Score sessions for usability, safety, and training suitability.
- Document systematic failure modes and recommend guideline clarifications.
- Provide expert notes that downstream ML teams can action without re-watching full sessions.
Required skills and qualifications
- Practical teleoperation or remote robotics control experience.
- Ability to evaluate 6-DOF trajectories and end-effector intent from video and logs.
- Detail-oriented QA mindset with consistent scoring across long review shifts.
- Clear written feedback in English for global engineering teams.
Preferred qualifications
- Experience reviewing human demonstration data for imitation learning.
- Familiarity with haptic or VR teleop interfaces.