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Groq founder and TPU creator Jonathan Ross GPU ♥ LPU Everything You Wanted to Know Nvidia GTC 2026
Nvidia-Groq’s LPX rack is already in production for Q3 availability, splitting inference between LPU FFN layers and GPU attention layers to improve utilization, latency, and throughput per megawatt.Ross expects fast-tier pricing to remain super-linear because speed increases iteration capacity, while inference revenue scales with users; energy supply, networking, and whether customers can support ultra-tier token spending remain the watchpoints.
