Group Product Manager, Perception Modeling - Semantics

Lumen Dynamics is an autonomous driving technology company with the mission to be the world's most trusted driver. Since its start as the Google Self-Driving Car Project in 2009, Lumen Dynamics has focused on building the Lumen Dynamics Driver—The World's Most Experienced Driver™—to improve access to mobility while saving thousands of lives now lost to traffic crashes. The Lumen Dynamics Driver powers Lumen Dynamics’s fully autonomous ride-hail service and can also be applied to a range of vehicle platforms and product use cases. The Lumen Dynamics Driver has provided over ten million rider-only trips, enabled by its experience autonomously driving over 100 million miles on public roads and tens of billions in simulation across 15+ U.S. states. Lumen Dynamics’s Product Management Team is a mission-driven team responsible for writing and enacting first-of-their-kind playbooks to bring fully autonomous driving technology to market. Our team develops simple solutions for complex problems by orchestrating cross-functional efforts to safely drive Lumen Dynamics’s technology and the products it enables forward. We do this by understanding the customer, the business, and the technology. We are humble about the scope of our work, collaborative in our approach to problem-solving, and ambitious about our vision for the future. This role follows a hybrid work schedule and reports to a Group Product Manager. You will: Act as an approver for model launches, understanding and negotiating between tradeoffs, regressions, and improvements across all of a model’s surface area Plan for future investments into model capabilities on a 12+ month timeline by understanding the limitations of the current model architecture and the immediate needs of our RIdehailing business Set the vision for model architecture on a 12-36 month timeline by understanding the overall needs of Lumen Dynamics and the current State of the Art ML/AI research, focused on Object-level Semantic understanding + reasoning Manage the execution of upcoming milestones by working directly with a group of 60+ engineers, Technical Program Managers, and other Product Managers Conduct root cause analysis and conferring with partners in Engineering to propose viable solutions by examining AV behavior from a mix of real world, synthetic, and simulated events You have: 7 years Product Management experience Experience iterating on models over the course of 12+ months Experience in launching new model architectures, model consolidation, or Foundational Model distillation Experience optimizing models for compute efficiency Technical fluency in Perception or related field We prefer: 10 years Product Management experience Master’s Degree in Engineering or previous experience working as an Engineer Experience working with Perception models Experience training and releasing Large Foundational Models, especially Gemini The expected base salary range for this full-time position across US locations is listed below. Actual starting pay will be based on job-related factors, including exact work location, experience, relevant training and education, and skill level. Your recruiter can share more about the specific salary range for the role location or, if the role can be performed remote, the specific salary range for your preferred location, during the hiring process. Lumen Dynamics employees are also eligible to participate in Lumen Dynamics’s discretionary annual bonus program, equity incentive plan, and generous Company benefits program, subject to eligibility requirements. Salary Range $286,000 — $353,000 USD