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Leads 10 to 12 senior machine learning engineers on content understanding across audio, video and text, staying hands-on as a player-coach. Sets technical strategy, owns delivery of high-priority initiatives, and drives practical use of AI tools in engineering work. Requires deep ML expertise in NLP, audio understanding and recommender systems, plus people management experience.