Frame and prototype machine learning and agentic solutions for ambiguous trust and safety problems.Design, build, and productionize end-to-end machine learning pipelines covering feature engineering, training, evaluation, and deployment.Build and improve abuse behavior detection across multiple defenses.Design, launch, and iterate on AI agents that automate trust decisions, includin