Define the strategic direction for the development and application of machine learning-driven evaluation methodologies for autonomous driving. Optimize large-scale evaluation infrastructure to ensure scalability. Partner cross-functionally with Behaviors, Actions, Simulation, System Engineering, Research, and other Onboard/Offboard Software Teams on evaluation strategies. Upgrade evaluation pipelines by enhancing existing Heuristic and Event based processes with learned methods. Uphold scientific and statistical rigor in the application of embodied AI. Pioneer the definition and implementation of key evaluation metrics and reward functions, driving autonomy performance across safety, comfort, and assertiveness. Align stakeholders around clear evaluation objectives and priorities.