{"schemaVersion":"jobsearcher.job.v1","id":"0d57e95effb27e2a3285c5ff","url":"https://jobsearcher.com/jobs/0d57e95effb27e2a3285c5ff","canonicalUrl":"https://jobsearcher.com/jobs/0d57e95effb27e2a3285c5ff","title":"Founding Machine Learning - World Models","description":"We build world models that simulate manipulation scenes faithfully enough to validate, and one day, train policies without touching a robot. You'll develop generative models that make this work, with the controllability and physical fidelity to match real-robot behavior.\nWhat you'll do:\nTrain video and dynamics models: Develop world models with action conditioning for manipulation policies.\nPush long-horizon coherence: Develop architectures and training methods that extend rollout quality on hard physical tasks.\nOwn training infrastructure: Run multi-GPU clusters, write custom CUDA, debug at scale.\nBuild the world-model data engine: Design, implement, and improve a data engine that allows the world model to compound learning across customers and manipulation tasks.\nRequirements:\nVery strong coding in Python and PyTorch (or similar).\nVideo generation experience: Deep experience training image or video generation models end-to-end.\nLarge-scale training: Track record operating training runs at cluster scale.\n3D vision: Working knowledge of multi-view geometry, scene reconstruction, and physical priors.\nCompensation Range: $150K - $275K","company":"One Robot","rawCompany":"one robot","city":"Millbrae","state":"CA","isRemote":false,"isActive":false,"createdAt":"2026-08-06T16:58:11.566Z","occupations":[{"code":"15-1221.00","title":"Computer and Information Research Scientists","slug":"computer-and-information-research-scientists"},{"code":"17-2199.08","title":"Robotics Engineers","slug":"robotics-engineers"},{"code":"15-2051.00","title":"Data Scientists","slug":"data-scientists"}],"industries":[{"code":"541715","title":"Research and Development in the Physical, Engineering, and Life Sciences (except Nanotechnology and Biotechnology)","slug":"research-and-development-in-the-physical-engineering-and-life-sciences-except-nanotechnology-and-biotechnology"},{"code":"541512","title":"Computer Systems Design Services","slug":"computer-systems-design-services"},{"code":"541511","title":"Custom Computer Programming Services","slug":"custom-computer-programming-services"}],"jobPosting":{"@context":"https://schema.org","@type":"JobPosting","title":"Founding Machine Learning - World Models","description":"We build world models that simulate manipulation scenes faithfully enough to validate, and one day, train policies without touching a robot. You'll develop generative models that make this work, with the controllability and physical fidelity to match real-robot behavior.\nWhat you'll do:\nTrain video and dynamics models: Develop world models with action conditioning for manipulation policies.\nPush long-horizon coherence: Develop architectures and training methods that extend rollout quality on hard physical tasks.\nOwn training infrastructure: Run multi-GPU clusters, write custom CUDA, debug at scale.\nBuild the world-model data engine: Design, implement, and improve a data engine that allows the world model to compound learning across customers and manipulation tasks.\nRequirements:\nVery strong coding in Python and PyTorch (or similar).\nVideo generation experience: Deep experience training image or video generation models end-to-end.\nLarge-scale training: Track record operating training runs at cluster scale.\n3D vision: Working knowledge of multi-view geometry, scene reconstruction, and physical priors.\nCompensation Range: $150K - $275K","datePosted":"2026-08-06T16:58:11.566Z","dateModified":"2026-08-06T16:58:11.566Z","hiringOrganization":{"@type":"Organization","name":"One Robot","sameAs":"https://jobsearcher.com"},"jobLocation":{"@type":"Place","address":{"@type":"PostalAddress","addressLocality":"Millbrae","addressRegion":"CA","addressCountry":"US"}},"identifier":{"@type":"PropertyValue","name":"JobSearcher","value":"0d57e95effb27e2a3285c5ff"},"url":"https://jobsearcher.com/jobs/0d57e95effb27e2a3285c5ff"}}