Guided by a 5-stage Design Thinking model, the philosophy centered on radical empathy toward agent behavior and psychology. By prioritizing deep research and stakeholder collaboration, the design team sought to eliminate operational friction through standardized, scalable UI components. The approach focused on data-driven modifications that streamline complex modules—such as Loan Management and Onboarding—ensuring that the final interface not only provides a consistent look and feel but also actively supports agents in achieving their performance targets efficiently.