State Estimation Engineer
sensmore
Location
Potsdam Office, Berlin Office
Employment Type
Full time
Location Type
On-site
Department
Engineering
sensmore automates the world's largest machines with unprecedented intelligence. Our proprietary Physical AI enables heavy machines such as wheel loaders to instantly adapt to dynamic environments and execute new tasks without prior training.
We integrate cutting-edge robotics into a platform powering intelligence and automation products - transforming productivity and safety for customers in mining, construction, and adjacent industries today.
Join us and play a pivotal role in transforming the automation landscape in heavy industries.
Role Overview:
As a State Estimation Engineer, you will design, implement, and deploy robust state estimation systems that enable autonomous heavy machinery to perceive, localize, and operate reliably in harsh, unstructured environments. You will work at the intersection of robotics, perception, and control, turning noisy multi-sensor data into accurate, real-time estimates of vehicle state.
Key Responsibilities:
Design and implement state estimation pipelines for autonomous machines, including pose, velocity, and system state estimation.
Fuse data from multiple sensors (e.g. LiDAR, Radar, cameras, IMUs, GNSS, wheel odometry) using probabilistic frameworks.
Develop and maintain filter-based and optimization-based estimators (e.g. EKF/UKF, factor graphs, smoothing).
Model sensor noise, biases, and failure modes; design estimators robust to partial sensor dropout and degraded conditions.
Integrate state estimation modules with perception, planning, and control stacks.
Validate and benchmark estimation performance using simulation, logged datasets, and real-world field tests.
Support on-machine deployment and debugging, including tuning estimators in production environments.
Collaborate closely with robotics software, perception, and controls engineers to ensure system-level performance.
Required Qualifications:
Bachelor’s or Master’s degree in Robotics, Computer Science, Electrical Engineering, Mechanical Engineering, or a related field.
Hands-on experience with state estimation algorithms (e.g. Kalman Filters, particle filters, SLAM back-ends).
Experience working with real robotic sensor data and understanding its limitations in the field.
Proficiency in C++ and/or Python for robotics software development.
Familiarity with ROS / ROS2 or similar robotic middleware.
Strong debugging and analytical skills, with the ability to reason about system-level failures.
Preferred Skills:
Experience in off-road, mining, construction, or agricultural robotics.
Knowledge of SLAM, localization, and mapping in GPS-denied or degraded environments.
Familiarity with factor graph libraries (e.g. GTSAM, Ceres) or similar optimization tools.
Understanding of vehicle dynamics and integration with control systems.
Experience validating robotics systems through simulation, HIL, and field testing.
Comfort working across the full stack—from theory and algorithms to on-machine deployment.
What We Offer:
Build physical AI for the world's largest off-highway machinery – making them intelligent, safe, and ready for every tough task
Join the pioneer in intelligent robotics backed by Point Nine & other Tier 1 investors
Combine cutting-edge robotics research in end-to-end learning & Vision Language Action Model with real-world heavy mobile equipment
Tailor your own career path, whether you like to become technical specialist or technical team lead
Experience a great team culture, beverages, and an amazing office environment
Benefits:
Attractive compensation package and stock options.
Beverages on-site and regular social events.
Engage with top-tier researchers, engineers, and thought leaders.
Influence the future of robotic technologies and tackle significant technological challenges.
Assistance with relocation to Berlin.
About Us:
Heavy machinery, light years ahead.
sensmore automates the world's largest machines with unprecedented intelligence. Our proprietary Physical AI enables heavy machines such as wheel loaders to instantly adapt to dynamic environments and execute new tasks without prior training.
We integrate cutting-edge robotics into a platform powering intelligence and automation products - transforming productivity and safety for customers in mining, construction, and adjacent industries today.
We are proudly backed by Point Nine and other Tier 1 investors.