Design, build, and operate cloud and edge data pipelines for robotic systems. Manage large multimodal datasets, implement on-device capture (MCAP/Protobuf), automate MLOps/DataOps workflows, ensure data quality, and build tools for debugging, experimentation, and production deployments across AWS and edge devices.