Own end-to-end research and applied engineering to build multimodal models that fuse 3D dental scans and clinical text, build 3D/2D data pipelines, design and train deep learning models (CNNs, transformers, point/graph nets), define evaluation and metrics, and move prototypes into production with robust ML engineering.