Nvidia, Cerebras tout unreachable inference speeds

Nvidia announced Groq-3-based LPX racks hitting 3,400 tokens per second on Gemma 4 31B, four times faster than Cerebras, which countered with CS-4 claims. Both benchmarks use batch size one, limiting real-world production scale to roughly 12 concurrent requests.