AI Hardware Revolution 2025: U.S. races to lead AI tech future with breakthrough chips.

1. AI hardware powers AI apps like chatbots; chips like GPUs and TPUs do the heavy lifting.

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1. U.S. challenged by China in AI hardware dominance, warns Kai-Fu Lee at TED AI 2025.

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NVIDIA leads with H100 & Blackwell chips; AMD and startups push new AI hardware limits.

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U.S. government promotes AI hardware exports via Commerce Dept under President Trump.

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1. Innovations: AI chips for multimodal AI, robotics, Qualcomm’s robotic AI platform advances.

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1. Future: AI hardware fuels AI app growth; chip-software synergy key to next-gen AI.

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