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A Semiconductor Engineering analysis argues that the traditional separation between hardware and software teams is no longer suitable for modern systems, particularly as AI workloads accelerate and power and thermal constraints intensify. This is driving companies to design more specialized hardware in parallel with software, while challenges involving tools, cost and standardization remain.