Nvidia ruled the early AI wave with its GPUs and CUDA, but the game’s shifting—now it’s all about inference and agentic AI, where AMD is rising fast with smarter memory tech and powerful CPUs, poised to steal market share as the next AI era demands efficiency over brute force.

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