Led design for Chia, an AI support platform now in production. It automated 30% of support workload, cut resolution time by 40% and raised team productivity by 35%. I designed confidence-based decision models and human-in-the-loop controls, and prototyped the key AI interactions in code with Claude Code to test them with real agents before engineering began.