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Snapdragon 8 Gen 4: 45 TOPS NPU, runs Llama-3 8B at 12 tokens/sec locally. Apple A19: tightly fused with iOS 26 Apple Intelligence; on-device summarization, drafting, and Genmoji. MediaTek Dimensity 9400: cheaper Android phones get 7B-class models on-chip. Real-time translation without network. Private summarization of personal email and notes. Image edits ("erase background", "expand canvas") with no upload.
On-Device AI in 2026: Why Your Next Phone Won't Need the Cloud
Devika Menon28 February 20266 min read
On-Device AI in 2026: Why Your Next Phone Won't Need the Cloud
The shift from cloud-LLM to on-device-LLM is the biggest hardware story of the year.
What's New
What This Unlocks
The Catch
NPUs are quiet on numbers but loud on heat. Sustained inference still throttles. For long workloads, cloud will stay the default.
