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In heavy manufacturing, a single gear failure can cost millions. UltraEmbed sensors are now affixed to motors and pumps. They don't just record vibrations; they listen for the specific frequency signature of bearing fatigue. They learn the machine's "heartbeat" and predict a failure weeks before it happens, all without sending raw sensor logs to an external server.