ML.

Software Engineer @ UJET · ex-Founder/CTO · Seoul, open to global roles

MARTIAN
LEE.

I move fast with AI — and keep the decisions that matter human.

01 — ProjectsAll projects →
Mo

More Munch

Web Service

A lunch-recommendation service for office workers. It auto-collects nearby restaurants (discoverable via the OpenClaw skill-optimized API) and suggests a fresh lunch every day based on your visit history and ratings.

CheerCat

CheerCat

Mobile App

A daily journaling app that builds the habit of praising yourself every day — a small ritual for a positive mindset.

Earth Invaders

Earth Invaders

Arcade Game

A Phaser3 arcade shooter. Fend off the aliens invading Earth, classic arcade style.

Fish Tank Simulator

Fish Tank Simulator

Idle Game

A pixel-art idle productivity tool that blends a Pomodoro timer with an aquarium sim. Complete focus sessions to earn fish eggs, collect 12+ species, and grow your own tank.

02 — Recent postsAll posts →

I take large codebases apart and write down how they actually work.

2026년 6월 3일 · 21 min read · semble / code-search

Semble Architecture Analysis: How an Agent-Oriented RAG Solves Code Search with Static Embeddings

Semble is a Python library that splits code into chunks with tree-sitter, fuses Model2Vec static embeddings with BM25 via RRF, and applies code-aware reranking — delivering millisecond code search on CPU alone. Where CodeGraph solves the same problem with an AST knowledge graph, Semble solves it through retrieval. This post analyzes the architecture by contrasting the two approaches.

2026년 6월 3일 · 26 min read · codegraph / code-intelligence

CodeGraph Architecture Analysis: How Is the Code Intelligence Layer Beneath Coding Agents Built?

CodeGraph is a TypeScript tool that uses tree-sitter to parse source code, builds a local SQLite knowledge graph of symbols, edges, and files (with FTS5), and exposes that graph via an MCP server to coding agents like Claude Code, Cursor, Codex, and Hermes Agent. Instead of burning tokens navigating a codebase with grep/Read calls, agents get answers from a single codegraph_explore invocation. This post analyzes the architecture that makes that possible.

03 — ExperienceCV ↗

UJET Software Engineer 2

UJET is AI-Powered Cloud Contact Center Platform for Premium CX · Rails · GCP · Node.js · TypeScript · Kubernetes

2024 - Present

Stepping Founder / CTO

Stepping helps companies and brands navigate complex carbon-neutral processes and climate action projects to build a sustainable future. · Next.js · React · Nest.js · PostgreSQL · AWS · 0to1

2021 - 2023

Miso Frontend Developer

South Korea's leading home services platform. Responsible for client app maintenance and back-office development to improve CX operations. · React · React Native · Redux · TypeScript

2020 - 2021
Open to senior / staff engineering roles — globally.