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The SoC Performance Architect at Qualcomm is responsible for creating performance and power models for server-class SoCs, focusing on components such as the fabric NoC, DRAM controller, and IO blocks. This role involves correlating models against RTL behavior, prototyping ideas, and productizing performance and power features for future SoC designs.