Julia Neagu, CEO and co-founder of Quotient AI and former leader of the GitHub Copilot data team, dives into the intricacies of deploying Generative AI. She shares insights on merging reinforcement learning with unsupervised methods for real-time optimization. The discussion touches on reducing biases in machine learning and implementing fairness in AI systems. Julia also highlights the importance of human-in-the-loop evaluations and effective AI pipeline management, emphasizing lessons learned from large-scale deployments.