About

Jaesung Lee

Seoul, Korea. Quant trader turned AI explorer.

9+ years building real-time trading systems in crypto — HFT, arbitrage, market making. Now shipping one project every day to find what's worth building for a lifetime.

Manifesto

In the age of AI, the cost of building has collapsed to near zero. The scarce resource is no longer execution — it's knowing what to build.

I build every day. Not to pad a GitHub profile, but because systematic exploration is the only reliable way to find what's worth a lifetime of deep work.

Think of it like a build order in StarCraft: the opening moves aren't the game — they're how you discover the game.

Three Lenses

Engineer

Building systems with code. 9+ years designing and operating real-time trading systems.

Strategist

Optimal decisions under uncertainty. Poker GTO + quant trading = probabilistic thinking.

🧭

Explorer

Finding opportunity where others don't look. Daily exploration across AI, crypto, games.

Journey

2025

AI Agent Explorer

Daily project challenge — building at the intersection of AI, crypto, and games.

2024–25

Head of Trading, SQR

Quant trading strategy research and operations.

2019–24

Quant Team Leader, Unicorn Project

5 years leading quant team. CEX/DEX arbitrage, automated market making systems.

2019

Software Developer, Unicorn Project

Exchange development and management.

2017–18

UNIST Visualization Lab (iVADER)

LSTM time-series prediction visualization research.

2017

Research Intern, ETRI

VR air keyboard, haptic walking system (Unity).

2016–17

UNIST ML Lab (MLVR)

Hyundai collaboration. Autoencoder-based normal mode analysis.

2015–16

Software Developer, XMW

QA automation, RF board real-time control, antenna systems.

2013–15

Army HQ — HR Information Systems

Large-scale personnel data processing, Oracle DB.

2011–18

UNIST — Computer Science B.S.

Daejeon Science High School (early graduation, 2009–2011).

Awards

1st Place

Rotman-UNIST Trading Competition — Algorithmic Trading

1st Place

DGIST Image Challenge — Deep Learning Image Classification

Stack & Domain

In the AI era, tools change every month — domain expertise doesn't. What matters is knowing the problem space deeply enough to ask the right questions.

AI Tools

Claude CodeLangGraphCrewAIMCPCursorComfyUI

Domain Experience

Crypto HFT & ArbitrageAutomated Market MakingDeFi LiquidityQuantitative StrategyReal-time Trading SystemsExchange InfrastructureTime-series ForecastingData VisualizationGame Development

Beyond Work

6 years competitive. GTO thinking connects directly to trading and engineering — optimal decisions with incomplete information. Same EV calculations, different tables.

$510K+

Earnings

46

Cashes

3

Titles

$56,458

Best Cash

9

Countries

WSOPWSOP ParadiseEPTWPTAPPTAPTAPLKSOPUSOP

Top 10 Results

1st

APPT National

APPT Manila Championship · Manila

$45,630

Oct 2025

2nd

Super High Roller

WPT Vietnam · Hanoi

$56,458

Oct 2023

2nd

High Roller

APL Seoul · Seoul

$49,584

Oct 2023

3rd

Premium High Roller

WFP X HCL · Seoul

$35,967

Nov 2022

1st

Mega 4

WFP Live Center · Seoul

$33,324

Oct 2022

10th

Billionaire Club Challenge

USOP Da Nang · Da Nang

$26,451

Mar 2024

94th

EveryOne for One Drop

Wynn Summer Classic · Las Vegas

$25,360

Jul 2023

24th

Mystery Millions

WSOP Paradise · Bahamas

$21,700

Dec 2023

33rd

EPT Main Event

EPT Prague · Prague

$21,017

Dec 2022

5th

Single Day High Roller

APT Taipei · Taipei

$18,963

Mar 2024

+ 36 more cashes across WSOP, EPT, WPT, APT, KSOP, and domestic circuits. Hendonmob Korea All-Time Money List Top 50.

Gaming

League of Legends

Long-time player since Season 1. Macro-oriented playstyle — map control and objective trading over mechanics.

Hearthstone

Deckbuilding as optimization. Understanding meta shifts and expected value — same lens as trading.

Teamfight Tactics

Economy management, pivot decisions, and probabilistic thinking. The poker of auto-battlers.

Games are how I think about systems. Every competitive game is a decision engine — resource allocation, incomplete information, adaptation under pressure.

Contact