Appropriately assess risk when business decisions are made, demonstrating particular consideration for the firm's reputation and safeguarding Citigroup, its clients and assets, by driving compliance with applicable laws, rules and regulations, adhering to Policy, applying sound ethical judgment regarding personal behavior, conduct and business practices, and escalating, managing and reporting control issues with transparency. Demonstrate understanding of end-to-end AI architectures, including data pipelines, model serving, integration points, and governance frameworks; Work with data scientists, ML engineers, product managers, and stakeholders to validate requirements, optimize models, and integrate AI into existing platforms.