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Topic · Artificial Intelligence

Physical AI

AI systems that perceive, reason and act in the physical world: robots, autonomous machines and embodied models.

Parallax Index
87 +9
Physical AI

Why now?

  • Foundation models are giving robots general perception and language grounding
  • Humanoid and mobile manipulation platforms are entering pilot deployments in logistics and manufacturing
  • Simulation and synthetic data are compressing the training loop
  • Labour shortages in logistics, manufacturing and care are pulling demand forward
Why it matters
Physical AI is where intelligence meets the largest part of the economy: the part that moves atoms, not bits.
What changes
Factories, warehouses and hospitals become software-defined environments. Capital expenditure shifts from fixed automation to adaptable robots.
Who benefits
Robot platform makers, sensor and actuator suppliers, simulation providers and operators with repetitive, high-volume physical work.
Who is at risk
Fixed-automation integrators, and workers in tasks that are repetitive, structured and measurable.
What happens next
Watch for the first multi-site commercial deployments with published uptime and cost-per-task data.

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Companies

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Figure AI

Humanoid robotics · California, US

Humanoid robotics company developing general-purpose robots for commercial and, eventually, domestic use.

NVIDIA

Semiconductors & AI computing · Santa Clara, California, US

The dominant supplier of accelerated computing for AI training and inference, and increasingly a platform company spanning chips, networking, software and robotics.

Technology profile

Open

General-purpose machines built for human environments.

Humanoid robots are bipedal or human-form machines designed to operate in spaces built for people, using general-purpose AI models to perform varied tasks without task-specific programming.

  • Whole-body control balances and moves the robot using learned and model-based controllers.
  • Dexterous hands and arms perform manipulation guided by vision-language-action models.
  • Teleoperation and simulation provide training demonstrations.

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