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WIGTN

We prove ourselves by what we build, not how long we've built.

Website GitHub HuggingFace

Trae Seoul Grand Prize Papers Submitted Open Source


Who We Are

WIGTN (와 이게 되네 — "Wow, this actually works!") is a 5-person AI-native crew based in Korea. We build practical, domain-specialized AI tools and ship them as open-source — from fine-tuned VLMs to real-time voice translation systems.

Build with TRAE Seoul (ByteDance) — Grand Prize Winner. Our project Wigent won the Grand Prize at ByteDance's Build with TRAE @Seoul hackathon on the theme of AI Agent development.

Projects

TimeLens — AI Cultural Heritage Companion

Google Gemini Live Agent Challenge · Status: Live

AI-powered museum guide. Point your camera at an artifact and get real-time AI explanations with historical context and restoration visualizations. Built with Gemini Live API and Google ADK.

YouTube Demo GitHub Live Demo


Wigent — Agent Arena

Build with TRAE Seoul Grand Prize · Status: Released

Multi-agent debate platform. Throw in a topic and watch a PM agent + auto-spawned expert agents discuss, argue, retire, and spawn new specialists in a Slack-style chat UI — then auto-generate a landing page from the conclusions. Built in 3.5 hours by 3 members using parallel Claude Code development.

GitHub


WIGVU — YouTube Subtitle Extraction & Translation

Status: Active

Extract subtitles from YouTube captions or via WhisperX STT, auto-translate English to Korean with GPT-4o-mini, and synchronize in real-time. Built entirely with WIGTN Coding plugin — full microservices architecture (Web, API, AI) through AI-assisted development.

GitHub License: MIT


WIGSS — Visual Code Refactoring with AI

Status: Active · Published on npm

"Drag your UI components — the source code rewrites itself."

Point WIGSS at your running dev server, visually drag and rearrange UI components in the browser, and watch the source code rewrite itself with an always-on AI agent.

GitHub npm License: Apache 2.0


WIGEX — Travel Expense Tracker

Status: Active

Mobile app for recording and managing overseas travel expenses. Receipt OCR powered by our own WigtnOCR model with real-time currency conversion and offline support. Monorepo + Microservices Architecture (Expo mobile, NestJS backend, Next.js admin).

GitHub License: MIT


WIGTN Coding — Claude Code Plugin Ecosystem

Status: Active · v2.0.0

From idea to deploy, zero friction. A single, unified Claude Code plugin with 12 agents, 3 skills, and 17 design styles — all working together with team-based parallel execution for 3-5x speedup.

GitHub License: MIT GitHub Stars


Research

WIGVO — Real-Time Voice Translation for Phone Calls

ACL 2026 System Demonstrations (submitted) · Status: Live

Real-time bidirectional voice translation over actual PSTN phone lines. No apps needed on the recipient's end — just call. Dual-Session Echo Gating architecture. 0 echo-loop incidents across 148 production calls. 430+ passing tests. Production-deployed on Google Cloud Run.

YouTube Demo GitHub Live Demo


WigtnOCR-v1 — Korean Document Parsing Model

EMNLP 2026 Industry Track (targeting) · Status: Released

Pseudo-Label Distillation for Structure-Preserving Document Parsing. Distills Qwen3-VL-30B into a 2B student via quality-filtered pseudo-labeling and LoRA fine-tuning. Proves: better parsing leads to better chunks leads to better retrieval on Korean government documents.

Benchmark Score Rank
OmniDocBench Table TEDS 0.649 #1
KoGovDoc-Bench Retrieval Hit@1 0.739 #1 (among 6 parsers)

HuggingFace GitHub License: Apache 2.0


Team

Name Role GitHub
Hyeongseob Kim Founder & Crew Lead @Hyeongseob91
Jinmo Kim Solution Architect @moriroKim
Hyeonsang Kim AI Product Engineer @HyeonsangKim
Sangwoo Son AI Engineer @wigtn
Hyunwoo Cho AI Product Engineer @starz-woo

License

© 2025-2026 WIGTN. All rights reserved. Individual projects are licensed as indicated in their respective repositories.


🏢 About WIGTN Crew

This project is built and maintained by WIGTN Crew
an AI-native open-source research crew based in Korea.
We build practical, domain-specialized AI tools. Fast prototyping, strong engineering, shipping real things.

🌐 Website wigtn.com
🐙 GitHub github.com/wigtn
🤗 HuggingFace huggingface.co/Wigtn
📦 NPM npmjs.com/org/wigtn

🔬 Our Projects

Project Description Status
WigtnOCR VLM-based Korean government document parser Research
WIGVO Real-time PSTN voice translation (Korean↔English) Research
Claude Code Plugin Multi-agent parallel execution ecosystem Open Source

Results speak louder than résumés.

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