By early 2026, AI agents are no longer confined to cloud inference boxes or sandboxed chat interfaces. They are reaching down into the physical world, orchestrating sensors, GPUs, edge accelerators, USB peripherals, serial buses, and custom ASICs with a directness that would have seemed ambitious just two years ago. Backend