AI Boxes Should Be as Boring as Routers

I previously wrote three posts on edge AI, covering cost, power dynamics, and legal boundaries. All of them addressed "why edge AI is worth doing." This post takes the next step: what should this device actually look like? Large Models Don't Run Well...