Founder of Liquid AI building efficient foundation models deployable on edge devices (Raspberry Pi); powers Mercedes-Benz in-car intelligence; proposes three-axis model design (intelligence, efficiency, substrate).
no scored calls yet — needs a stated position or a categorical verdict, with a matured window vs SPY
Foundation model companies must co-optimize intelligence, efficiency/cost, and deployment substrate (edge devices, cars, phones) as first-class citizens, not afterthoughts; Liquid's models run on Raspberry Pi and power Mercedes-Benz in-car intelligence.