Groq's LPU Chips — The Infrastructure Bet Against NVIDIA's GPUs4 June 2026·Updated: 23 July 2026·1744 words·9 minsInfrastructure AI Infrastructure Hardware Cloud ComputingGroq’s custom LPU chips are becoming a credible alternative to NVIDIA GPUs for AI inference workloads, forcing infrastructure teams to rethink their compute