Nvidia Just Admitted GPUs Aren't Enough — Its $20B Groq Bet Changes Everything
For a decade, Nvidia sold the world a simple story: GPUs are all you need. Training? GPUs. Inference? Also GPUs. That story built a $3 trillion empire. On March 16 at GTC 2026 in San Jose, Jensen Huang is expected to blow it up himself. Nvidia will reportedly unveil a dedicated inference processor — not a GPU — built on technology from Groq, the inference startup it absorbed in a $20 billion deal last December. OpenAI is lined up as the first major customer. And the implications for the entire AI hardware ecosystem are enormous. ...