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Large Language ModelsRoboticsIEEE Spectrum RoboticsPublished: May 20, 2026, 22:00 JST1 min read

AI and robotics experts warn that despite impressive robot demos, a single ChatGPT-style breakthrough will not drive robotics advances—instead, coordinated systems of specialized AI tools will be needed.

AI and robotics experts warn that despite impressive robot demos, a single ChatGPT-style breakthrough will not drive robotics advances—instead, coordinated systems of specialized AI tools will be needed.

3 Key Points

  1. In 2025, total investments in robotics companies reached a record $40.7 billion, accounting for 9 percent of all venture funding.

  2. Humanoid robots performing choreographed routines (like those at the Chinese 2026 Spring Festival Gala) use AI only for low-level motor control, not the high-level reasoning needed for general-purpose tasks in unstructured human environments such as homes and factories.

  3. Training AI models for general-purpose robots requires collecting data across multiple conflicting dimensions—text, lighting, degrees of freedom, velocities, force, and safety boundaries—from an effectively infinite number of physical configurations; at Everyday Robots at Google X, 240 million robot instances were run in a simulator over the course of 2022 to collect training data for a single trash-sorting model.

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