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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.

IEEE Spectrum RoboticsMay 20, 20262 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.

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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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