a16z Article: The Next 10x Growth in Physical AI Lies in Engineering Systems
a16z · x · 2026-07-28
a16z and Peter Ludwig, Co-founder and CTO of Applied Intuition, discuss the future of Physical AI. Ludwig predicts that a billion machines will become autonomous or intelligent over the next decade—including cars, trucks, tractors, mining haulers, warehouse robots, and humanoids—rebuilding the physical economy around software that perceives, decides, and acts.
The article points out that the prevailing assumption is autonomy will naturally emerge as foundation models and world models mature. However, the contrarian bet isn't against intelligence itself; rather, it's that the next order of magnitude in physical AI will come from making the engineering system as intelligent as the models it carries. Applied Intuition also launched its new platform, Dana.
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