English · 한국어 work Enterprise Multi-Agent RAG Platform A company-wide knowledge platform built on multiple cooperating LLM agents — grounded, cited, and continuously evaluated. NLP-Based Data Standardization System A hybrid Rule + classifier + RAG system that standardizes metadata automatically — and the rigorous model benchmark behind it. Diagnostic Signal Modeling & QC Automation Data-driven redesign of a PCR signal-correction algorithm, and LSTM-based automation of equipment quality control. Alzheimer's Multi-Omics Biomarker Discovery Integrating genomic, metabolomic, and clinical data at Columbia / Taub Institute to surface candidate Alzheimer's biomarkers.