selected work

Connecting motion research, editable 3D direction, and multimodal agents into a production workflow for stories, storyboards, and animation.

Led the end-to-end lifecycle for production generative-motion models, connecting 3D data engineering, distributed training, reproducible evaluation, deployment, and reliable inference.

Built and maintained MCP, a shared package that converts heterogeneous FBX and GLB motion assets into validated, training-ready tensor representations.

Researched and productized AutoML algorithms while delivering predictive solutions across 10+ client engagements in Korea, Japan, Vietnam, and Malaysia.