Most importantly this opens up an amazing future where we get the real version of the classic science fiction MacGuffin of a physical AI chip. Pair this with several TB of flash storage and you have persistent artificial consciousness that can be carried around with you. Bonus points if it's quirky, custom-trained and the chip is one of a kind that you stole from an evil corporation. Additional bonus points if the packaging is such that it's small enough to plug into the USB-C port on your smart glasses and has an eBPF module it can leverage to see what you're doing and talk to you in real time about your actions.

I enjoy envisioning futures more whimsical than "the bargain-basement LLM provider that my insurance company uses denied my claim because I chose badly-vectored words".