Software Engineer- Edge AI & Perception Engineering
Oxenham Group
Edge Ai & Perception Engineer Robotics
The role bridges the gap between ML research and real-world robotic systems. You'll take trained vision models and make them performant and production-ready on embedded hardware—not by doing the research yourself, but by deeply understanding the path from a PyTorch checkpoint to optimized edge inference. You'll be responsible for the full perception pipeline: ingesting sensor data, executing models in real time, and feeding actionable results to downstream robotics software.
Day-to-Day Responsibilities
- Optimize pre-trained computer vision models for NVIDIA embedded platforms, primarily using TensorRT and supporting toolchains
- Own the perception stack from end to end—depth camera ingestion, point cloud processing, and real-time object detection leveraging commercial sensor models
- Design and run experiments to evaluate perception approaches; make data-driven trade-off decisions on what belongs in production
- Wire OpenCV- and PyTorch-based inference pipelines into the team's ROS 2 architecture
- Integrate stereo camera hardware (ZED and similar) and make pragmatic use of vendor-provided SDK models where appropriate
What You Bring Core Requirements
- At least 7 years building software for robotic systems
- Deep hands-on experience with ROS 2—authoring nodes, orchestrating topic/service/action patterns, and designing clean system architectures
- A systems-level perspective: you're comfortable at the boundary between hardware drivers, real-time control loops, and application-layer software
- Strong Python skills; working proficiency in C++ (able to read, modify, and extend existing codebases confidently)
- Prior experience deploying and debugging software on NVIDIA Jetson platforms (Orin, Xavier, or comparable)
- Self-directed and effective in early-stage, greenfield development environments
Perception & Edge Deployment
- Production-level experience with PyTorch and OpenCV—not just prototyping, but building pipelines that need to run reliably
- Practical experience with model optimization workflows: TensorRT, ONNX conversion, DeepStream, or equivalent tooling
- Solid grasp of perception fundamentals including depth estimation, 3D point cloud processing, and detection architectures
- Track record of independently evaluating and benchmarking technical approaches rather than solely executing against a spec
Nice to Have
- Experience with visual SLAM, sensor fusion, or related localization techniques
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