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Hardware, robotics & infrastructure

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Look beyond the chat window to processors, electricity, data centers, and machines that move in the physical world.

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Hardware, robotics & infrastructure

AI chips, data centers, and energy: the physical side of AI

AI depends on computing hardware, memory, networks, electricity, and cooling. Training a model and running it for users have different workloads. Energy estimates must state the system, period, and boundary being measured; there is no single universal energy cost for an AI question.

Curious / technical · 2 min read

Hardware, robotics & infrastructure

AI and robotics: why a demonstration is not a deployed helper

Robotics combines sensing, planning, control, and physical hardware. AI can help a machine interpret a scene or choose actions, but reliable movement also depends on engineering, safety systems, and the environment. A successful staged demonstration does not establish dependable operation in an ordinary home or business.

Curious / technical · 2 min read

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