selected work
Selected production systems and peer-reviewed research publications.
Projects
Building a Production Multimodal Agent Platform
Designed and productized core LLM/VLM agent modules that preserve narrative and visual consistency while turning editable 3D previz into controllable image and video generation workflows.
Scaling Generative Models from Research to Production
Led the end-to-end lifecycle for production generative-motion models, connecting 3D data engineering, distributed training, reproducible evaluation, deployment, and reliable inference.
Building the 3D Asset-to-Tensor Foundation for Motion Models
Built and maintained MCP, a shared package that converts heterogeneous FBX and GLB motion assets into validated, training-ready tensor representations.
Building and Deploying Enterprise AutoML Solutions
Researched and productized AutoML algorithms while delivering predictive solutions across 10+ client engagements in Korea, Japan, Vietnam, and Malaysia.