The AI era has officially shifted from training to inference and agent-centric computing, prompting Nvidia’s strategic acquisition of Groq to integrate LPUs into its own platform. This move not only eliminates a strong competitor but also sparks a fierce battle between Samsung Electronics and TSMC over LPU foundry orders.