Works
Each one started with a system that needed to earn confidence — from biometric payments to airport check-in. The shipped product is the visible half. The judgment behind it is the rest.
Responsible AI for research-award budgeting, embedded inside UW's SAGE.
Narrowed an "automate award setup" mandate into one diagnosis — grant managers build every budget twice — and translated HAX, PAIR, and AI4RA into trust-calibrated AI inside SAGE. Projected 75–150 hrs/GM/yr reclaimed.
Deployed biometric authentication with automated payroll systems
Proving trusted systems could connect without eroding confidence in either, improving 1,270 hours of productivity with 0 false charges (KFTC).
Integration of systems enabling Korean domestic travelers to register palm vein data.
Cross-industry biometric interoperability across 12 banks and 14 airports — 500K+ travelers onboarded in year 1, 0 security incidents (KFTC).