Own end-to-end product design for TrueSync workflows: frame problems, prototype (using AI tools), test, iterate, and hand off. Improve review/refinement workflows, collaborate with product and engineering, run lightweight user research, and increase throughput and usability for complex creative editing tools.

Build and optimize ML infrastructure and data platforms for large-scale multimodal datasets, supporting training, evaluation, lifecycle management, and production inference. Work on data ingestion, distributed training, experiment tracking, model versioning, and scalable serving while improving reliability, performance, and observability. Provide technical leadership at senior levels.