LangGraph-based workflow engine powering 10+ legal automation scenarios. Supports contract drafting, comparison, review, compliance, and document inspection via tool calling and subgraph composition.
LangGraph Agent Workflow FastAPI Python
Projects
A selection of projects spanning LLM serving, legal AI, evaluation systems, and open-source contributions.
2025.11 — Present
@ BHSN
2025.07 — Present
@ BHSN
WebView-based AI workflow add-on for Hancom HWP document editor, enabling direct AI functionality within documents.
HWP WebView TypeScript Workflow
2025.06 — Present (in negotiation & development)
@ BHSN
An ongoing partner product combining BoostDraft's Word-native editing interactions with allibee's near-human contract review depth — currently in active negotiation and co-development.
Word Plugin Partnership Product Development
2024.12 — 2026.03
@ BHSN
Demo apps, playbook QA tools, and workflow demo UIs for validating and showcasing legal AI capabilities.
Demo PoC Playbook
2024.03 — 2024.10
@ Open Source
4 PRs merged to predibase/lorax. Improved OpenAI-compatible serving interface, deterministic generation, streaming usage, and structured output support.
Open Source LLM Serving Rust Python OpenAI API
2024 Q1 — Present
@ BHSN
Multi-axis evaluation framework combining traditional NLP metrics, LLM-as-a-Judge, and legal expert rubrics. 20+ custom metrics, 10+ model benchmarks.
Evaluation LLM-as-Judge NLP Metrics Quality Assurance
2024.01 — 2026.03
@ BHSN
Government AI datacenter GPU infrastructure program. Led end-to-end from proposal writing and research execution to quarterly reporting and outstanding performance recognition.
GPU Infrastructure Government Program H100 Outstanding Performance
2023.12 — Present
@ BHSN
End-to-end long-context work on legal documents of 50K–100K+ tokens: successful open-model SFT convergence at 100K+ context on a single GPU server node, a matching long-document evaluation pipeline, and production serving on top of the trained model.
Model Training Long Context SFT LLM Training Evaluation vLLM LLM Serving
2023.09 — Present
@ BHSN
End-to-end AI system for contract analysis covering extraction, checklist review, risk assessment, and revision suggestions. Patent registered.
Legal AI NLP Contract Analysis FastAPI Patent
2023.09 — 2026.01
@ BHSN
End-to-end training pipeline for legal domain LLMs. Achieved SOTA on contract analysis benchmarks using SFT, DPO, and task-specific LoRA adapters.
LLM Training CPT Domain Adaptation SFT DPO LoRA Evaluation
2022.12 — 2023.02
@ NAVER / NAVER Cloud
NAVER Cloud Document Intelligence internship project. Built summary-based title generation for CLOVA Note and improved weak label quality via positive filtering SFT.
NLP HyperCLOVA LoRA Weak Labeling
2022.09 — 2023.05
@ Hanyang University
Graduation project combining INT8 quantization and LoRA adapters to fine-tune OPT-13B on a single consumer GPU (RTX 3090 24GB).
Quantization LoRA PEFT LLM Research
2022.07 — 2022.09
@ NAVER CLOVA
1st place in the NAVER CLOVA AI RUSH 2022 Long Document Summarization track. Domain-specific branched summarization system for book, dialogue, document, and journal inputs.
NLP Summarization PLM ELECTRA T5 BART Competition
2020.05 — 2021.11
@ Republic of Korea Army
Developed security monitoring, infrastructure operations, and task automation programs in air-gapped environments as an InfoSec specialist in the Republic of Korea Army.
Security Automation Air-Gapped Infrastructure
No projects in this category.