Introducing and customizing automation into data extraction and labeling pipelines. Design and improve metrics pipelines and create monitoring dashboards to track performance of perception systems in production. Build and maintain infrastructure and ETL pipelines for training, validating, and deploying ML models. Build and maintain infrastructure for interfacing with third party labeling companies. Ensure reproducibility, traceability, and observability of Perception workflows.