• Design and implement validation algorithms and metrics for planning and control performance (safety, comfort, efficiency, compliance). • Build and maintain scalable evaluation pipelines for offline and closed-loop testing. • Analyze failures and regressions, identify root causes, and drive algorithm improvements. • Partner closely with planning, control, simulation, and safety teams to validate new capabilities before release. • Provide technical leadership on validation methodology and best practices.