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Lead and define end-to-end perception architecture for autonomous machine systems. Own sensor integration, sensor fusion, perception ML, scene understanding, data flow, validation, and safety. Guide a Perception Architecture Team, create roadmaps, drive architecture tradeoffs for edge deployment, and partner cross-functionally to ensure perception is deployable, testable, and safe in real-world jobsites.