If you start designing hardware for AI, together with AI designed to run just on that hardware, and tie those design cycles together, you'll get a design by commitee. It is very likely that requirements will make an overall bad hardware (but slightly better for AI), and an overall bad AI (but slightly better in some hardware).
Eventually, these shortcuts lead to huge commitees. Sometimes they're not even formally defined.
The screw company should make good screws, not good screws for a specific desk lamp model. A good designer then _chooses_ to use those screws _because they are good_, not because they can make specific design requirements to the screw company.