zsh — grace

~ % whoami

Hi, I’m Grace Lee

I’m a senior product designer who started as a software engineer. I bring structure to complex data and AI workflows and stay curious about how people actually work. I’ve designed AI-powered machine learning tools at dotData, and I build my own too, like a museum of picture books where AI helps research the stories behind the illustrations.

SYSTEMATICCURIOUSBUILDER

~ % git log --oneline career

build an AI-native museum site v5.0 Side project · Museum of Children’s Books · 2026–nowNow

design enterprise AI tools v4.0 Senior Product Designer · dotData · 2019–2025

design for engagement v3.0 UX Designer · Kahuna · 2016–2018

engineer → designer v2.0 MFA · Academy of Art · 2013–2016

write full-stack code v1.0 Engineer · Wislite · 2007–2013

~ %

⎇ mainv5.0UTF-8scroll ↓ to see work

work/

~/work — ls

Selected Work

Featured · Enterprise AI · dotData

I stopped designing around the ML pipeline and started designing around how analysts think.

As lead designer on dotData’s AutoML, I rebuilt its setup around the one thing every step was configuring: the training table. My biggest contribution was defining the interaction model, a single canvas where analysts see every table relationship and catch errors before they run. Analysts could now configure prediction tasks on their own instead of waiting days for expert help.

20+ → 5setup actionsDays → minutesto configure a task

Research-Led Design
Systems Thinking
AI/ML UX
Interaction Design

Read the full case study

“I don't know what's my next step.”

— Customer support ticket, before the redesign

ML Explainability

Prediction Error Analysis

Turned black-box model errors into clear explanations, giving analysts the confidence to fix weak segments in-product.

Data Visualization
Research Synthesis
Interaction Design

View case study

AI-native · 0→1

Museum of Children’s Books

Designed and shipped an AI-assisted museum solo, giving one curator the capacity to publish each book in 2–3 hours instead of 7–11.

Human-in-the-Loop
Design + Build
Content Systems

View case study

Design Systems

dotData Design System

Unified three handoff tools into one token-driven Figma system, adopted across the enterprise product, cutting design-spec and audit tickets by two-thirds.

Design Tokens
Design–Eng Handoff
Governance

View case study

ai-workflow.md

How I work now

Where I use AI

Across every stage of my design process, and inside the products I design.

Gracie, my AI assistant

DISCOVER

Research partner

From scattered notes to clear patterns

Interviews, competitors, data

DESIGN

Idea sparring

Explore more directions, faster

Concepts, copy, edge cases

BUILD

Code prototyper

Skip the handoff gap

Working prototypes in Cursor

SHIP

AI in the product

Designing AI features, not just using them

Museum AI Studio

beyond.txt

Outside the frame

Beyond work

WHAT DO I DO FOR FUN?Sketching & collage

WHAT KEEPS ME GOING?Running marathons

WHAT AM I BUILDING AT HOME?Tiny projects with my kid