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The transition to sub-2-nanometer manufacturing nodes is merging the roles of testing, measurement, inspection, and manufacturing, as chips become more sensitive to variations and defects. Analysis by Semiconductor Engineering indicates that managing data throughout the chip life cycle, from design to operation, has become essential for maintaining yield and reliability.