Experience building complex data or AI systems large-scale ingestion, pipeline orchestration, schema evolution, entity resolution or managing fast-moving web application teams. A track record of owning delivery for a team: planning, estimation, and reliable execution, including holding the line on performance, scalability, and technical debt.