As demand grows for on-device AI inference, chipmakers are racing to release specialized silicon optimized for edge deployment.
Apple, Qualcomm, and a wave of well-funded startups are all betting that running AI models locally, rather than in the cloud, will define the next generation of consumer devices.
The shift promises better privacy, lower latency, and reduced cloud costs, but it also raises the bar for chip design and software optimization.