# on device

Rapid consumer uptake of generative media is colliding with mounting skepticism over authenticity and reliability, even as major assistants pivot toward richer app ecosystems. Hardware moves such as Linux driver support for Intel's next NPU push on-device inference into mainstream laptops, raising expectations for privacy, latency, and robustness. Meanwhile, validated use cases from pet health monitoring to crisis mapping show AI's tangible value when methods are transparent.