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7 дней назад

Research Scientist / Research Engineer (AI Robotics)

Тип работы
fulltime
Грейд
senior
Английский
b2
Страна
US
Вакансия из списка Hirify.GlobalВакансия из Hirify Global, списка международных tech-компаний
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Описание вакансии

Текст:
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TL;DR
Research Scientist / Research Engineer (AI Robotics): Adapting web-pretrained causal video generation models to real robot tasks through reinforcement learning, post-training, and robot-collected demonstrations with an accent on reliable policy behavior and generalization. Focus on building RL and evaluation pipelines, connecting video predictions to executable robot actions, diagnosing policy failures, and iterating between simulation and real hardware.

Location: Mountain View, United States

Company

hirify.global builds generalist intelligent robots across the full robotics stack, including hardware, robot systems, infrastructure, foundation world models, and manufacturing.

What you will do

  • Design and implement reinforcement learning pipelines, including reward design, online data collection, and policy optimization.
  • Adapt RL algorithms such as PPO and GRPO to video prediction, with reward modeling and feedback collection for physical tasks.
  • Build post-training pipelines for supervised fine-tuning, preference optimization, and behavioral alignment using robot demonstrations.
  • Develop inverse dynamics models that translate video predictions into executable robot actions.
  • Create evaluation frameworks for task success, generalization, and failure-mode analysis on real hardware.
  • Identify policy weaknesses, improve data and training strategies, and iterate between simulation and real-robot evaluation.

Requirements

  • Hands-on experience with robot systems, robotic policy learning, or autonomous systems in industry or research.
  • Strong understanding of imitation learning, behavior cloning, and reinforcement learning.
  • Practical familiarity with real robot hardware, deployment constraints, and vision and proprioceptive sensors.
  • Strong machine learning skills with hands-on PyTorch experience.
  • Ability to diagnose policy failures, reason about distribution shift, and improve data and training strategies.
  • Senior candidates should execute complex research projects; staff-level candidates should independently define technical direction and research strategy.

Nice to have

  • Experience with reinforcement learning applied to real or simulated environments.
  • Background in robotics, autonomous driving, or physical AI.
  • Experience with teleoperation, robot demonstration collection, ROS/ROS2, or real-time control systems.
  • Experience with MuJoCo, Isaac Sim, Genesis, video generation models, or action prediction.
  • PhD in Robotics, ML, or a related field, or publications at leading robotics and machine learning venues.

Culture & Benefits

  • Work at the intersection of state-of-the-art video generation models and real robot hardware.
  • Fast feedback between model changes and real-world robot performance.
  • High ownership within a small team where robotics expertise is central to the mission.
  • Contribute directly to reliable robot behavior in complex real-world environments.

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