DeepRec.ai · 1 week ago
Senior RL Research Scientist
DeepRec.ai is a frontier AI company focused on building systems that can act in the physical world. They are seeking a Senior RL Research Scientist to design and deploy reinforcement learning systems that control complex tools and optimize multi-step processes, working closely with teams in machine learning and systems engineering.
Responsibilities
Build RL environments for tool control, workflow optimization, and long-horizon decision-making
Develop safe and constrained RL methods, verifier-driven rewards, and offline to online training pipelines
Create state/action representations and evaluation frameworks for reliable policy behavior
Work with cross-functional researchers and engineers to deploy RL agents into real workflows
Qualification
Required
Strong background in RL, optimal control, or sequential decision-making
Experience applying RL to complex simulated or physical systems
Familiarity with safe/constrained RL, verifiers, or advanced evaluation pipelines
Ability to design environments, rewards, and diagnostics at scale
Comfort working across ML, simulation, and systems interfaces