The development process involved extensive iteration on container shapes, sensor technologies, and calibration approaches. We progressed from rectangular plastic containers to shallow circular forms before settling on the current octagonal design, which optimizes both circular gestures and lateral water movement. The conductive sensors, while presenting challenges with drift and adhesion, were chosen for their affordability, compactness, and real-time responsiveness after testing capacitive and optical alternatives.