Product managerAgent identityAuthorization

I design the permissions that let AI agents spend, sign and book on a person's behalf.

In five years at KFTC, Korea's national payments and clearing institute, I built sign-in and authorization for 60+ financial institutions and shipped a palm-vein ID that 14 airports accept. I also co-invented a patent for biometric e-signing. Now I design the same controls for AI agents: an identity, a scoped mandate and a record a person can check.

  • M.S. in Human Centered Design and Engineering, University of Washington
  • Business Administration and French, Korea University

01Featured project

One Palm, 14 Airports: Privacy-Preserving Biometric ID for Travel

In 2022 KFTC launched Korea's first cross-industry biometric ID, which lets a person enroll a palm once at one of 12 banks and use it at 14 airports. I led the go-to-market and the rollout, coordinated the banks, the airports and the scanner hardware vendor, and set privacy-first rules for handling palm-vein and facial sensor data.

palm check-in at the gate
the palm reader, gate 6
Role
Product manager, go-to-market and rollout
Partners
12 banks at launch, 14 airports, one scanner vendor
Enrolled
500K+ travelers in the first year
Check-in
From 20 minutes to under 5
Security
No incidents in the first year, verified by KFTC

The same questions now come up with AI agents. An agent can be enrolled once, like a palm, and the product then has to confirm over time that it still behaves like the agent that was enrolled.

Read the full case study

the palm reader, gate 6

02Also shipped

Authorization, payments and standards at KFTC

KFTC2019 to 2024

An OAuth platform for 60+ financial institutions

I led an OAuth-based authentication platform serving 500K+ daily active users across 60+ financial institutions. I owned the API integration and compliance with GDPR, eIDAS and PSD2, and the platform reached 150% revenue growth.

KFTC2022

No card, no queue. Coffee paid by biometrics, billed to payroll.

A biometric payment system that runs without a card network, shipped in one month with zero false charges.

Case study

biometric pay demo

Standard2023

ISO 19092:2023

With AI and ML engineers, I analyzed 300+ biometric datasets for financial-security governance, as part of KFTC's work on ISO 19092:2023, the biometric security framework for financial services.

Patent2025

Biometric e-signing

Co-inventor of a method for biometric e-signing, in which one signer chains several biometric factors into a single signature token. Korean patent KR102906698B1.

03Recent

AI products and writing

Recent projects from 2025 and 2026, most of them built in the open.

AI in Workflow2026

Every Budget, Built Once: Human-in-the-Loop AI for Grant Budgeting

With the Office of Research Information Services, I led product and UX research for an AI-assisted redesign of SAGE, the university's research budgeting system. The AI copies and pre-fills budget data, a grant manager confirms each value against its source, and submission and sign-off stay with a person. The redesign is projected to cut grant manager workload by 25 to 33%.

Case study

Context LLM2026

Quiet, or Just Cozy? LLM + Vision Search on LangGraph and Gemini

A live LLM app for finding laptop-friendly cafes around Seattle, with a published evaluation.

Case study

LLM Evaluation2026

A Bilingual LLM Eval Gate for Content

An internal content tool that writes posts in English and Korean and scores competing LLMs on quality, safety and token cost before any draft is used. A person approves or flags each post. In the pilot it cut the work from 30 minutes to 5.

Code

AI Agent2026

Paper, screenshots, web clips. All into one second brain.

I gave an AI agent write access to my notes, and code checks every write. Handwritten pages, screenshots and saved articles land in one archive with study notes and a quiz: 107 captures verified, none failed.

Case study

0 to 12025 to now

PKNIC mentoring platform

A mentoring platform for professionals in the US and Canada, built from zero: 31 sessions so far, rated 4.8 out of 5.

Self-Build2026

Worklish

A Chrome extension that turns a YouTube talk into work insights and the English used to express them. It runs on the model you bring: Gemini, Ollama, OpenAI or Anthropic.

Code

Responsible AI2025

Shared Bias, Not Accuracy: An Emotion-AI Fairness Audit

Winner at the Beginner level, for a fairness evaluation of how people labeled emotion AI training data.

Results

AWS Hackathon2026

Wear What You Own: A Multimodal Stylist on Amazon Nova

A multimodal agent that suggests outfits from photos of your closet, your mood and the weather. Submitted to the Amazon Nova hackathon.

Case study

04About

Background

I grew up in Korea, studied business administration and French at Korea University, and moved to Seattle in 2024 for a master's at the University of Washington. Outside work I dance, climb and play tennis.

About me

Me!

05Contact

Want to have more conversations?

If your team is building products where AI acts in critical roles on a person's behalf, I would like to hear from you.