South Korea is treating AI transformation as a future test of manufacturing competitiveness. The challenge now is not only installing smart systems, but converting frontline workers’ tacit knowledge into standardized data that machines can use. For global industries, the outcome could shape how factories raise quality, productivity, and resilience.