AI
Physical AI Leaves the Lab
Foundation models have given robots general perception. The next test is not a demo video but a cost per task.
6 min readDemo
Topic · Artificial Intelligence
Robotics
Humanoids, industrial arms, mobile robots and the software stacks that make them useful.
Parallax Index
78 +4
Robotics
Why now?
- Humanoid robots have moved from demos to paid pilots
- Vision-language-action models are replacing task-specific programming
- Hardware costs are falling as component volumes rise
Research
Companies
Figure AI
Humanoid robotics · California, US
Humanoid robotics company developing general-purpose robots for commercial and, eventually, domestic use.
Technology profile
Intelligence that perceives and acts in the physical world.
Physical AI refers to AI systems embodied in machines that sense their environment, reason about it and take physical actions: robots, autonomous vehicles, drones and industrial equipment driven by foundation models.
- Sensors (cameras, lidar, force, audio) stream data into perception models.
- Vision-language-action models map perception and instructions to motor commands.
- Simulation and synthetic data generate the scale of training experience that real-world trials cannot.
Related topics
AI in Manufacturing
Industrial AI, digital twins, robotics and software-defined factories.
Physical AI
AI systems that perceive, reason and act in the physical world: robots, autonomous machines and embodied models.
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