Designing the logic behind the interface. I combine systems thinking and workflow design to help people navigate and act on complex information with ease. Architecting Human-in-the-Loop Workflows for High-Fidelity Data The Interpretive Layer: Bridging Human Inquiry and Machine Reasoning Scaling AI Data: Reducing Annotation Cycles from 4 Weeks to 1
