Develop and maintain DeepStream/GStreamer-based edge computer vision pipelines for real-time traffic sensors. Improve performance, accuracy, and reliability of deployed models, debug production issues, collaborate with researchers and hardware engineers, and support cross-team initiatives like self-learning algorithms and dataset tooling.

Develop, maintain and optimise DeepStream and GStreamer-based edge computer vision pipelines for real-time inference on NVIDIA Jetson platforms. Improve performance, accuracy and efficiency under edge constraints, collaborate with researchers and hardware engineers, support deployments, debug production issues, and contribute to cross-team initiatives like self-learning and dataset tooling.