AI and machine learning are rapidly moving from pilot projects to production, delivering predictive signals and workflow automation. Yet challenges around explainability, hallucination risk, and governance remain. This session explores how firms can deploy AI responsibly — balancing innovation, data control, and regulatory compliance — to generate smarter trading decisions, improve execution, and drive measurable alpha.