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The increasing computing demands of artificial intelligence at every stage - from chatbots to robots. Illustration: Avi Blizovsky via DALEE

From Chatbots to Robots (Physical AI): Why Each Stage of Artificial Intelligence Requires a Different Type of Computing

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The transition from chatbots to agentic AI and physical AI is changing computing requirements: from tokens and memory, through AI agents that operate tools, to systems that respond in real time in the physical world.
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