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Manukai builds novel machine learning methods to automate the manufacturing of high-precision components. Via tight integration to the existing workflows, these models allow turning the know-how that is stored in past production data into scalable automation, reducing dependency on the aging and sparse workforce. Once deployed, the system continuously learns from each customer's interaction, while satisfying the strictest privacy standards without requiring additional infrastructure.