Cloud-based AI is no longer the future—it’s the past.

Modern devices now rely on powerful NPUs that process data locally,

ensuring faster performance and greater privacy.

Apple’s Neural Engine, Google’s Tensor G3, and Qualcomm’s AI Hub

all showcase how on-device intelligence improves responsiveness

without depending on internet connectivity.

The challenge remains balancing performance with efficiency,

as memory bandwidth often limits AI throughput more than raw computational power.