Education
KAIST · M.S. in Mobility
Cho Chun Shik Graduate School of Mobility, TUPA Lab · Advisor: Prof. In-Hi Kim · Mar 2026–Feb 2028 (expected)
Yonsei University · B.S. in Urban Planning & Engineering
Minor in Applied Statistics · GPA 3.78/4.30 · Mar 2020–Feb 2026
Research experience
M.S. Student Researcher · TUPA Lab, KAIST
Mar 2026–present
Designing city-scale LLM-agent simulations of travel behavior and cooperative world models for autonomous driving at signalized intersections.
Undergraduate Research Assistant · Yonsei University
Mar 2025–Feb 2026
Built an LLM-agent RP–SP simulator for individual-level demand prediction of autonomous shuttles and demand-responsive transit, with behavioral alignment and analogous-case retrieval.
AI Researcher / Data Analyst Intern · StellarVision
Dec 2024–Feb 2025
Trained object-detection models on satellite remote-sensing imagery and conducted spatial analysis for maritime-logistics applications.
Selected projects
- 2026–
Proposal CLAW AI
Solo multi-agent pipeline for R&D proposal drafting and academic writing, including literature review, gap finding, and methodology ideation.
- 2025
Multimodal Multi-Agent Retail Analytics
Team lead, 13th BigContest AI/Data Track · five-agent system over six urban datasets and street-view panoramas.
- 2025
Graph-of-Thought Prompt Optimization
Upstage × Yonsei LLM Query Hackathon · GoT scaffold evaluated against CoT and ToT baselines.
- 2025
GraphRAG Multi-Agent Insurance Designer
Upstage × Yonsei AGI Agent Hackathon · specialist underwriting, pricing, and explanation agents over a policy graph.
- 2024
Urban Hollowing-Out Analytics
Team lead, 12th BigContest · analysis of night-time activity decline using mobility, foot-traffic, and commercial data.
Awards & honors
- 2026.05
Honorable Mention, DB Insurance Finance Contest (IFC)
Issued by DB Insurance Co., Ltd.
- 2026.02
Grand Prize, ST–Yonsei Capstone Design
Issued by Yonsei University RISE · Project: “Pre-Deployment Forecasting under Choice-Set Expansion with RP–SP Integration: Transfer of Latent Persona Mixtures with an LLM-Based Choice Kernel.”
- 2026.01
President's Award, Korean Society of Transportation
Recognized as the top transportation graduate at the university level.
- 2025.12
President's Award, Korean Society of Transportation
Yonsei University Graduation Project (Capstone Design) award.
- 2025.12
BEST Award, 13th BigContest AI/Data Track
AI Agent category · Issued by the Korea Association for ICT Promotion (KAIT).
- 2025.11
Grand Prize, Yonsei LLM Query Hackathon
Issued by Yonsei University College of AI, the SW-Centered University Project Group, and Upstage.
- 2025.06
Encouragement Award, Seongnam City Public Data Utilization Idea Contest
Issued by Seongnam City.
- 2025.04
BEST Award, Yonsei AGI Agent Hackathon
Issued by Yonsei University College of AI, the SW-Centered University Project Group, and Upstage.
- 2025.02
Encouragement Award, LH Data Analysis Competition
Issued by Korea Land & Housing Corporation (LH) · Project: “Minimizing Vacancy Rates in Knowledge Industry Centers.”
- 2024.12
BEST Award, 12th BigContest Data Analysis Track
Issued by the Korea Association for ICT Promotion (KAIT).
- 2024
Yonsei College of Engineering Academic Excellence Award
Academic excellence recognition for Fall 2024.
Methods & tools
Programming & machine learning
- Python
- SQL
- R
- JavaScript
- PyTorch
- TensorFlow
- scikit-learn
- Pandas
LLMs & agents
- LangChain
- LangGraph
- OpenCLAW
- Fine-tuning
- RAG / GraphRAG
- VLMs
- Multi-agent systems
- CoT / ToT / GoT
Mobility & simulation
- SUMO
- EMME/4
- QGIS
- Travel demand modeling
- Discrete choice
- PPO
- World models
- Digital twins