Designed scalable content experiences for M365's Help Pane, conversational systems, and brand channels, bridging user intent with clear language at scale.

Managed content classification systems for 200M+ members across 190+ markets, ensuring metadata accuracy, alignment, and consistent frameworks.

Designed LLM training datasets and authoring frameworks to reduce bias in generative systems, shaping how AI models communicate.

Proposed content classification system for Netflix games.