Nvidia is moving its Groq 3 LPX inference chip into full production and reports 3,400 tokens per second on Gemma 4 31B, four times faster than Cerebras. But the numbers don't tell the whole story. Nvidia needs at least…
Compute supply, energy and data-center capacity decide how cheaply AI can run. Infrastructure shifts show up in inference costs weeks later.
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