Builds AI modules, simulation environments, and validation infrastructure for Karcher's autonomous outdoor cleaning robots — spanning debris detection, safety layers, sim-to-real work, and perception model deployment. Core stack: C++, Python, ROS 2/Nav2, Gazebo, NVIDIA Isaac Sim, PyTorch, TensorRT, and CUDA.
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