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May 6, 2026
Updated on 12/7/2025
NPUs fail to shift AI from cloud to device
Analysis highlights that despite improvements in mobile Neural Processing Units (NPUs), major AI workloads remain cloud-based. Constraints in memory and power continue to limit the effectiveness of on-device AI for complex tasks.