I am a Senior/Staff-level software engineer and team lead focused on production perception systems and MLOps for multi-sensor setups (camera, LiDAR, radar). I specialize in building end-to-end data collection, labeling, evaluation pipelines, deploying models in real-world environments, and architecting deterministic safety layers that improve reliability. I work with Python, C++, and robotics-style middleware (ROS2-adjacent), and I have a proven track record of delivering reliable, scalable solutions with strong ownership and cross-functional collaboration. I’m known for autonomous ownership, mentoring engineers to raise quality and observability, and driving delivery speed. I lead with clear runbooks, implement robust monitoring and incident response, and strive to raise the baseline of team-wide engineering standards through code reviews, best practices, and reusable reference implementations.…I am a Senior/Staff-level software engineer and team lead focused on production perception systems and MLOps for multi-sensor setups (camera, LiDAR, radar). I specialize in building end-to-end data collection, labeling, evaluation pipelines, deploying models in real-world environments, and architecting deterministic safety layers that improve reliability. I work with Python, C++, and robotics-style middleware (ROS2-adjacent), and I have a proven track record of delivering reliable, scalable solutions with strong ownership and cross-functional collaboration. I’m known for autonomous ownership, mentoring engineers to raise quality and observability, and driving delivery speed. I lead with clear runbooks, implement robust monitoring and incident response, and strive to raise the baseline of team-wide engineering standards through code reviews, best practices, and reusable reference implementations.WWWW…