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Career

My professional journey, from cybersecurity to NLP research and production LLM systems.

2023.08 — Present CURRENT

AI Engineer / NLP Engineer

BHSN

2023.08 — Present

Full-stack ownership of legal and business document AI systems. Built contract review AI (patented), LLM training/serving/evaluation pipelines, and LangGraph-based workflow/agent platform.

  • Co-inventor of AI contract review patent (10-2867168)
  • Internal LLM outperforms GPT-4.1 SOTA by +4.7% (overall 0.9138)
  • Agent Legal launch — paid workspaces grew 41→227 (team metric)
  • 4 PRs merged into predibase/lorax open-source
LLM Legal AI vLLM LangGraph FastAPI PyTorch
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2022.12 — 2023.02

AI Research Engineer (Intern)

NAVER / NAVER Cloud

~2 months

Developed CLOVA Note title generation model in the Document Intelligence team. HyperCLOVA/LaRva backbone + LoRA tuning with positive filtering SFT iteration for data quality improvement.

  • Valid bullet-point errors 12 → 1 (-92%)
  • Positive data coverage 83.71% → 95.98%
  • Direction aligned with ClovaNote 'AI Summary Subtitles' feature launched 3 months after internship
NLP LoRA Weak Labeling HyperCLOVA Positive Filtering
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2020.05 — 2021.11

InfoSec Specialist (Specialist Conscript)

Republic of Korea Army

18 months

Cyber Defense Division of an Army corps-level unit. Security monitoring, UTM management, log analysis, and automation development in air-gapped environments.

  • InfoSec Class 5 Top Performer Award (Torch Award)
  • Early promotion to Corporal (6 months)
  • Squad leader appointment (4.5 months)
  • Cyber Operations Command Commendation (2025)
Security Ops Air-gapped Automation Infrastructure
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Education

2018 — 2023

B.E. in Computer Software

Hanyang University

GPA: 4.14 / 4.50 | Summa Cum Laude | Early Graduation (1 semester) | Full Scholarship (4 semesters)