> Markdown version of [/jobs/ext/1507594-data-video-robotics-generalist](https://www.wearedevelopers.com/jobs/ext/1507594-data-video-robotics-generalist). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Data-Video Robotics Generalist - **Company:** Human Union Data, Inc. - **Location:** United States (Remote available) - **Salary:** $47,840.0 - **Contract:** Permanent contract - **Skills:** Artificial Intelligence, Motion Planning - **Published:** July 30, 2026 - **Apply:** https://www.indeed.com/viewjob?jk=4d3008c41b1fc7cd ## About the Role * Hands-on experience operating, supervising, or evaluating robotic, autonomous, or teleoperated systems for Data-Video Robotics Generalist work. * Comfort reasoning about perception, motion planning, and physical safety envelopes. * Familiarity with structured incident taxonomies and severity scoring. * Clear written reasoning that names the failure mode and the standard being applied. * Reliable async availability for at least 10 hours per week., * Background in robotics engineering, autonomy operations, or industrial safety. * Prior experience reviewing AI-assisted robotics tooling and its failure modes. * Familiarity with simulation environments and trajectory-replay tooling., * Robotics evaluation * Perception review * Motion safety * Incident taxonomy * Robotics review * ai annotation tools * attention to detail * english communication * remote self-management * video annotation Work model Remote - US-eligible. Remote ยท Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US. ## Description * Review robotics review outputs against current safety standards and operating envelopes for Data-Video Robotics Generalist assignments. * Grade perception, motion, and decision logic on a structured rubric. * Flag near-miss and unsafe trajectories with severity tags that match incident taxonomies. * Capture the corrected behavior or reference trajectory so the modeling team can train on it. * Adjudicate disputed cases against published standards or firm operating procedures. * Maintain reviewer-quality scores in inter-rater calibration cycles., * Grade a robotics review model's chosen trajectory and flag any near-miss or unsafe motion. * Score a perception output against ground-truth labels and rate the failure category. * Adjudicate a disputed safety call between two reviewers using firm operating procedures. * Audit a 25-trajectory batch for rubric consistency and report drift to the program lead. ## Related Videos - [Shift Left On Accessibility - Geri Reid](https://www.wearedevelopers.com/videos/1712-shift-left-on-accessibility-geri-reid) - [Edit Your Future: Queerverse Radical AI](https://www.wearedevelopers.com/videos/909-edit-your-future-queerverse-radical-ai) - [Enhancing AI-based Robotics with Simulation Workflows](https://www.wearedevelopers.com/videos/472-enhancing-ai-based-robotics-with-simulation-workflows) - [How Robots Learn to be Robots](https://www.wearedevelopers.com/videos/1632-how-robots-learn-to-be-robots) - [AI is dead, long live AK](https://www.wearedevelopers.com/videos/1093-ai-is-dead-long-live-ak) - [Angstfreude - AI and Corporate Culture - The Thrill and the Threat](https://www.wearedevelopers.com/videos/100354-angstfreude-ai-and-corporate-culture-the-thrill-and-the-threat) ## Related Articles - [Dev Digest 137 - AI'm not sure about this](https://www.wearedevelopers.com/magazine/485-dev-digest-137-ai-m-not-sure-about-this) - [How to Become an AI Engineer](https://www.wearedevelopers.com/magazine/331-how-to-become-an-ai-engineer) - [What Industries Outside of AI Are Hiring The Most AI Experts?](https://www.wearedevelopers.com/magazine/98-what-industries-outside-of-ai-are-hiring-the-most-ai-experts) - [Dev Digest 121 - AI goes offline](https://www.wearedevelopers.com/magazine/456-dev-digest-121-ai-goes-offline) - [Never delegate the understanding](https://www.wearedevelopers.com/magazine/749-never-delegate-the-understanding) - [Navigating the AI Shift](https://www.wearedevelopers.com/magazine/629-navigating-the-ai-shift)