While working on Observability, he helped create several streaming pipelines to perform custom processing and deep introspection of performance and errors in production infrastructure. This work has saved hundreds of hours of engineering time spent diagnosing and remediating issues in production. Before working at Airbnb, he developed software for home robotics and algorithms for designing biomolecules.