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May 6, 2026

Updated on December 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.