The AI hardware industry is experiencing a foundational shift. The recent landmark $20 billion agreement between NVIDIA and inference-specialist Groq is more than a deal – it’s a strategic admission that the era of GPU dominance for all AI workloads is ending. In this new landscape, where high-speed, efficient model inference is becoming the critical bottleneck and a vast market opportunity, companies built with specialized architectures are poised to thrive.

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