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An infinity loop built from transparent industrial cubes, representing a continuous cycle of assembly and learning.

Physical AI makes it possible.

Demographics and geopolitics are changing what is necessary. Physical AI is changing what is possible.

Three factories. One orchestrator.Three container factories. As you scroll, the roofs lift from left to right. Orange highlights continuously pass through all ten robots, echoing the learning loop above.

The Orchestrator.

Our Factory OS connects different AI models, robots and automation platforms into one full stack assembly system.

We combine agentic orchestration, deterministic assembly trees, physics simulation and the latest capabilities of stochastic intelligence software into something that was simply called magic just a year ago.

A robotic hand resting inside an open blue factory locker.

Feats from the factory.

As robots become easier to teach, small orders become worth automating. The time to program one end-to-end assembly skill is going from weeks down to minutes.

7 weeks

7 hours

7 minutes

Assembly programming time: 7 weeks, 7 hours, 7 minutes.120ft outlook: 7 weeks in 2025, 7 hours in 2026, with 7 minutes as the 2027 target. The smooth curve illustrates the direction of change; it is not a measured time series.

2025

2026 / Now

2027 / Target

120ft outlook · illustrative curve · 2027 is a target.
Our perspective

PGI – Physical General Intelligence by 2028

Why we believe physical general intelligence will arrive before the end of 2028, and the progress in learning and precision behind that forecast.

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Industry / 2026

The Humanoid Economy in 2027

How cheaper hardware, physical AI and factory adoption are building the humanoid economy.

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