End-to-end ownership from API and data models through responsive UI, deployment, and iteration with users—especially where research prototypes need a credible product shell.

Pipelines for detection, evaluation, and human-in-the-loop review— wiring models into tooling people actually use, with clear failure modes and metrics.

Motion and layout as communication: progressive disclosure, scroll- driven narrative, and restrained animation so the interface supports the story instead of competing with it.