Career Profile
Research Interests : Scalable simulation enabling effective world interaction in Robot learning, and design of hardware-friendly algorithms and AI workloads.
Experience
Undergraduate Research Intern
CLVR Lab in KAIST / Advised by Prof. Joseph J. Lim
2024.12 ~ Now
Vice president & RL/Robotics Team Member
AttentionX, AI Research Group
2024.06 ~ Now
Developing a world-model that simulates environment dynamics for decision-making in long-horizon tasks.
Technologies_Used: Isaac Sim, Isaac SDK, Reinforcement Learning
Undergraduate Research Intern
3D Vision Lab in SNU / Advised by Prof. Young Min Kim
2024.07 ~ 2024.12
Conducting research on Dynamic Neural Radiance Fields (NeRF) for my BS graduation thesis.
Technologies_Used: PyTorch, OpenGL, Computer Graphics
Major Course Undergraduate TA
College of Engineering, Seoul National University
2024.03 ~ 2024.08
Introduction to Algorithms (ECE430.329)
Data-structure and Algorithms(M3500.004500)
Received Best Tutor award (2024.07)
Data-structure and Algorithms(M3500.004500)
Received Best Tutor award (2024.07)
Technologies_Used: Python, C++, Datastructure and Algorithms
Applied AI intern
Digital Healthcare Lab, NAVER CLOUD / Advised by Ph.D Haanju Yoo
2023.12 ~ 2024.03
Experience in tackling real-world problems in the industry by utilizing LLM(HYPERCLOVA X)
Design of scalable Architecture for Action-based Chatbot Agent
NER Model Tuning and Serving PoC for Clinical Documentation using Open-Source sLLM, developing on-premise inference server and MLOps pipeline on Kubernetes
Design of scalable Architecture for Action-based Chatbot Agent
NER Model Tuning and Serving PoC for Clinical Documentation using Open-Source sLLM, developing on-premise inference server and MLOps pipeline on Kubernetes
Technologies_Used: LLM, Langchain, RAG, Kubernetes, Docker
Undergraduate Research Intern
Medisc Lab in SNUH / Advised by Prof. HyounJoong Kong
2023.07 ~ 2023.12
Collaborative Research with Medical Doctor and AI research assistance
Data Augmentation via GANs for data-scarce Classes in Breast Implant Classification
Research on AI Modeling related to Breast Reconstruction with multi-modal medical imaging (collaborated with Plastic Surgeon)
Data Augmentation via GANs for data-scarce Classes in Breast Implant Classification
Research on AI Modeling related to Breast Reconstruction with multi-modal medical imaging (collaborated with Plastic Surgeon)
Technologies_Used: Computer Vision, Medical Imaging
SNU Buddy Member
Office of International Affairs in Seoul National University
2023.02 – 2023.06
Helped International exchange students with their school life
Military Police / KATUSA (Mandatory Military Service)
55th Military Police CO, USAG Yongsan-Casey
2021.05 – 2022.11
Performed law enforcement duties in collaboration with the US Army
Projects
High Throughput LLM serving on Edge Device
- Research on LLM inference optimization technique for limited and unified memory environment, NVIDIA Jetson AGX Orin 32GB. (NVIDIA Joint Research Project)
Accepted for NVIDIA GTC 2025 Poster Session, San Jose, CA
Accepted for NVIDIA GTC 2025 Poster Session, San Jose, CA
Publications
Arxiv preprint, CVPR2025 Submission
Certifications
Getting Started with Accelerated Computing in CUDA C/C++
NVIDIA
2024.07
Awards and Scholarships
3rd Prize (2024 SAMSUNG Computer Engineering Challenge)
Samsung Advanced Institute of Technology
2024.07 - 2024.10
Design optimized inference system for the Phi3-medium-4k-instruct LLM on the NVIDIA Jetson AGX Orin 32GB platform.
Applying hardware-specific optimizations such as CUDA acceleration and Algorithmic optimizations.
Applying hardware-specific optimizations such as CUDA acceleration and Algorithmic optimizations.
Medical AI Scholarship
Korea Health Industry Development Institute
2023.03 - Now
$2200 per semester, merit-based scholarship for cultivating talented students that encompass both medical and artificial intelligence fields.
Merit-based Scholarship
Seoul National University
2023.09 - Now
Scholarship for the academic excellence in 2023 2nd semester, 2024 1st semester
Volunteering
SNU SENS (Society of Engineering for Volunteering)
College Of Engineering Seoul National University
2019.03 - 2020.12