Robotics Learning Engineer
Skills & Technologies
Job Description
Senior Robot Learning Engineer – Large Behaviour Models
Bristol (On-site)
Competitive Salary
Full-time, Permanent
We are working with a cutting-edge robotics company developing advanced humanoid systems for real-world manipulation tasks. They are seeking a Senior Robot Learning Engineer to lead the development of large behaviour models for complex, bi-manual robotic manipulation.
This role sits at the intersection of robot learning, foundation models, and real-world deployment, offering the opportunity to bring state-of-the-art research into production systems.
The Role
You will take ownership of scaling and deploying advanced policy architectures across a humanoid robotics platform, working on:
Large behaviour models (diffusion, transformer-based, VLA/VLM)
Reinforcement learning and imitation learning pipelines
Multi-task, language-conditioned manipulation policies
Sim-to-real transfer and real-world deployment
Key Responsibilities
Design, train, and deploy end-to-end robot learning models
Scale diffusion transformer and VLA-based architectures
Develop generalisable, multi-task manipulation policies
Advance RL pipelines for fine-tuning beyond imitation learning
Build sim-to-real transfer workflows
Collaborate across perception, MLOps, and robotics teams
Contribute to research direction and publish at top-tier venues
Requirements
MSc/PhD in ML, Robotics, Computer Science or similar
Strong experience in robot learning for real-world systems
Expertise in at least two of
Behaviour cloning
Diffusion models
Reinforcement learning
Vision-language-action models
Strong PyTorch and distributed training experience
Proven research or applied impact (publications, systems, OSS)
Nice to Have
Humanoid or bi-manual manipulation experience
Sim-to-real experience (MuJoCo, Isaac Sim, etc.)
Experience with CLIP, DINOv2, or similar models
RL fine-tuning techniques (residual RL, DPPO, etc.)
Company & Role Analysis
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