Lead the transition from hand-tuned MPC to learning-driven control policies, design and integrate learning-based controllers, define interfaces with classical control, validate policies, and ensure safe real-vehicle deployment.

Build and operate end-to-end ML infrastructure for autonomy: training, evaluation, deployment, monitoring, CI/CD, model observability, GPU optimization, and edge deployments, working closely with perception and autonomy teams to productionize models.

Own and professionalize Teleo's full-stack platform: consolidate internal and customer-facing apps, build backend services (Python/Node.js on AWS), develop React/TypeScript frontends, enforce API/CI/CD standards, manage IaC, and integrate with hardware via REST and WebSockets.