Senior Staff Machine Learning Engineer Perception
Agtonomy is a South San Francisco, California company that provides AI-driven automation and fleet services for agricultural, turf, and other off-road equipment.
Funding history
About Agtonomy
Founded in 2021, Agtonomy embeds physical-AI and autonomy technology into equipment from OEM partners, enabling operators to plan, monitor, and analyze tasks such as mowing, hauling, and other field work.
Skills
Candidate Availability
Required and preferred rules are kept separate and reflect the wording in the original posting.
About the Role
You will develop real-time perception models for obstacle and terrain understanding. You will build camera and LiDAR fusion for robust 3D and BEV representations, optimize models for low-latency embedded inference, create auto-labeling and evaluation pipelines, and analyze performance metrics to improve perception accuracy, efficiency, and safety.
Requirements
- MS or PhD in Computer Science, AI, or a related field, or 6+ years building vision-based perception systems
- Expertise in detection, segmentation, depth, BEV, occupancy, sensor fusion, and 3D scene understanding
- Experience adapting, fine-tuning, and distilling vision and vision-language models
- Experience with camera, LiDAR, and radar integration
- Experience handling datasets for labeling, training, and evaluation
- Fluency in Python, PyTorch, TensorFlow, and OpenCV
- Experience writing production-ready code for real-time systems
- Ability to design experiments and analyze perception performance and calibration metrics
Responsibilities
- Develop real-time perception models for obstacle and terrain understanding
- Build camera and LiDAR fusion for unified 3D and BEV representations
- Optimize models for low-latency inference on resource-constrained hardware
- Design auto-labeling pipelines using foundation models and teacher-student distillation
- Design data and evaluation pipelines for multi-sensor datasets
- Build visualization and debugging tooling
- Analyze performance metrics and improve perception algorithms
Benefits
- 100% covered medical, dental, and vision insurance for the employee
- Commuter benefits
- Flexible Spending Account or Health Savings Account
- Life insurance
- Short-term and long-term disability insurance
- 401k plan
- Stock options
