In this episode, we go deep on the hardware revolution happening inside your everyday devices. NPUs, or Neural Processing Units, are now embedded in every flagship smartphone, laptop, and even some earbuds — and they’re changing the way AI feels to use: instant, private, and always-on.

We explore what on-device AI actually means for you, why the race to 100 TOPS matters, and what happens when the AI runs entirely in your pocket without ever touching a server. We also look at the fragmented software ecosystem that’s slowing things down, and the breakthrough that could change everything.