NVIDIA
American semiconductor company that designs GPUs and AI accelerators.
Shells rise in 18 to 24 months; grid power averages four years. The biggest AI builders have already contracted the firm megawatts everyone else is still queuing for.
NVIDIA specs every MGX rack (GB200, GB300, Vera Rubin) for 45°C inlet water. Warm-water cooling is a decade old; the default on 200 kW-class racks is what's new.
OpenAI, Qualcomm, and Etched are betting against Nvidia's inference margin. Escaping it means queuing for the same TSMC packaging and memory. Most ASIC challengers die on software, not silicon.
NVIDIA is bringing receipts to ICRA 2026 - eight accepted papers it says show the sim-to-real gap closing on real hardware. More and more, a robot policy is the output of large-scale GPU simulation, with the heavy compute done long before a gripper touches an object.