(chs991209@gmail.com|010-4664-1824|linkedin.com/chscamping)

Brief Biography direction around these days

• Formerly had been preparing for applying for corporation, but currently preparing Graduate School Admission

Jeonbuk National University, Korea B.S in Software Engineering with a Minor in Molecular Biology Mar. 2018 – Aug. 2026 (Expected)

Dongsung High School, Seoul, Korea Feb. 2018

Undergraduate Researcher - PI: Professor Gwangsu Kim Jan. 2026 - Ongoing
Statistical for learning AI Lab | Department of Statistics

Undergraduate Researcher - Advisor: Professor Suntae Kim Jun. 2025 – Dec.2025
Software System Engineering Lab | Department of Software Engineering

Role: Undergraduate Researcher | Statistical for learning AI Lab

– Iterating EDA of VOG (Video Oculography) data,
researching MCI detection system’s architecture and interpretability of it Mar. 2026 – Ongoing

Role: Undergraduate Researcher | Statistical for learning AI Lab

– Performing continuous EDA of breast cancer data, researching
DL-based AI systems’ domain gap & reproducibility solution metrics Mar. 2026 – Ongoing

Role: Undergraduate Research Assistant | Software System Engineering Lab

– Delivered a seminar series on Sim-to-Real methodologies, across domain randomization,
robotics RL(IsaacLab-PPO), and foundation world models Jul. 2025 – Dec. 2025

Role: PM

– Conducted Ideation, methodology & architecture’s design and development Nov.2025 – Dec.2025

Role: PM

– Led ideation, spike testing and system development.
Steered academic research for publication in the journal and delivered online presentation at
2025 Summer KIIT Conference. Have been managing system (Ongoing) Mar. 2025 – Jun. 2025

Role: PM

– Led Ideation, OPGG mobile application inspection & analysis.
Wrote OPGG mobile application’s domain-based UMLs, report Sep. 2024 – Dec. 2024

• Agentic AI – Agentic Reinforcement Learning, Multi-Agent System
  Exploring research on core algorithms of agentic RL toward multi-agent systems’ agentic process.
  (e.g. GRPO)

• MLLM·LLM – Multi-modal models, Reliability
  Have been expanding interest in reliability of multi-agent agentic AI systems, also about potential
  problems when using synthetic data for training LLM/ MLLM models of multi-agent systems.

• Medical Field – Reproducibility
  Have begun researching approaches & metrics for solving AI systems’ reproducibility problems.

• Chatbot & Dialogue - Regularization, Multi-Modal Conversation
  Broadening interests in enhancement and regularization of dialogues data generation models.
  Under discussion with student researcher from another university to develop the model

• System design of software; even to Micro-Service-Architecture near size software
• Domain modeling and domain analysis of software systems
• Writing software documents – UMLs, Architecture Views
• Python programming & Using IDEs & CASE tools
• Multi-Agent System development - MS Autogen, Google ADK with A2A protocol
• Solving Sudoku (mainly for extra-hard level)

- Course: Sessions from mentors, 3 project trajectories and project guide from IMS Mobility CTO.

- Role: Developer & Engineering Manager, PM Sep. 2023 – Dec.2023

Command and Control Center’s Situation Report Clerk,
officially assigned to Mine Soldier at 8861 force. Feb. 2022 – Aug. 2023

Assistance for Quality Assurance of camping reservation platform,
in cooperation with Software Engineers of Campingtalk. Apr.2021 – Feb. 2022

2025 Summer Conference and Undergraduate Student Paper Contest, KIIT
Bronze prize | undergraduate student paper part | online presentation

– “An Approach to build MCP-based Personal Voice Assistant on PC.”
Hyunsu Choi†, Inwoo Lee†, Seungi Lee†, Taehun Lee† and Suntae Kim.
Proceedings of KIIT Conference, 20(1), pp. 758-762, 2025 (†Equal contribution) Jun. 2025

Application Number: 10-2025-0165376 Nov. 05, 2025

TOEIC: 830 Mar. 2026
New TEPS: 329 Mar. 2026

Software Copyright Enrolled

🧐 Interests: Data Science | Reinforcement Learning | Agentic AI | Physical AI | Multimodal Models

• Have used

  • Just

• One of the Multi servers needed for Agentic AI. Not being executed for all functions.

• Just for Experimental Web service deisgn mini projects

• Have studied

  • Just have studied a little bit

        
        Study Log

VisualParadigm, some CASE Tools for UMLs

• Transferring some types of deployments & experiments to Docker

🎶 Passionate about music streaming platforms → TIDAL(Aspiro), Spotify, DreamUs, Hybe 🔊 Interested in audio engineering → 64Audio and other audio device companies

• 🖥️ Wecode 50th Backend Webserver Dev (Sep 2023 – Dec 2023)

  • 3rd Project FinPong Personally ReEngineered
  • 2nd Proejct Dobby
  • 3rd Project Personally ReConstructing - Being halted for a while(only 6 hours development has been progressed)
  • Final Proejct 3.COM(threedotcom) - Got software engineering directing from IMS Mobility CTO and development Manager

• Software Development Project on the 4th grade of Undergraduate school

  • An Approach to build MCP-based Personal Voice Assistant on PC
    • Mixed Architecture Engineering in the process of Development.
    • Agentic AI system's testing had been tried, but not by LLM.

🥕 Aspiring to join Carrot(당근)'s Search Engine Server Team
Changed to -> Preparation for Grade Schools Ongoing

📩 Email: chs991209@gmail.com
✉️ SNS: LinkedIn 📝 Blog: GitHub Blog | Tistory (Migrating soon)

⭐ “Do not lower your expectations; instead, raise your level of action.” 🚀