Lead technical development of production-grade computer vision and machine learning systems for video-based action recognition in retail. Responsibilities include designing end-to-end video ML pipelines, defining experiments, training and evaluating models, optimizing precision, recall, and latency, managing annotation workflows, and deploying privacy-aware solutions. The role also involves technical leadership, roadmap development, cross-functional collaboration, and translating ambiguous product challenges into robust commercial prototypes.