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Leads the identity squad in a hands-on player-coach role, owning clustering and entity-resolution pipelines that link events to real identities at US scale. Requires 8+ years of production ML or data systems experience, strong distributed-systems skills across orchestration, compute and storage, and experience with evaluation frameworks.