Nvidia just quietly admitted GPUs are the wrong chip for half the job. Groq 3 LPX hit full production this week — built for one thing: inference decode. 256 per rack, 3,400 output tokens/sec on Gemma 4 31B at 100K context. GPUs swallow the context, LPX writes the answer. Nebius, CoreWeave and SpaceXAI are first. Agent latency is a hardware problem now. www.contentbuffer.com Where does your agent actually lose the most time? #AI #Nvidia #Inference #AIAgents