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On-Device Neural Engines Force Memory Capacity Increases in Premium Smartphones

 ·  1 min read

Mobile original equipment manufacturers are upgrading baseline system memory to accommodate local inference of generative AI models. Running 7-billion-parameter models natively requires sustained DRAM allocations that exceed previous flagship standards.

Component Cost Trade-offs
The shift toward 16GB LPDDR5X memory as a minimum spec is squeezing hardware margins across mid-to-high tier device lines. Hardware vendors are adjusting bill-of-materials expenditures by consolidating camera sensor arrays and display refresh rate variance.