Am I wrong or that article gets many things wrong. These chips are not designed to do any learning, but run pre-trained models (much like FPGA's few years back or Google's TPU).

The actual heavy lifting (model training) still happens and the """cloud""".

You are wrong. For one thing, the learning of your face, and learning over time as your face changes (glasses, hairstyle, beard) happens fully locally.