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physical-ai

Physical AI hardware: The missing layer between AI models and real-world manipulation

Artificial intelligence can generate actions.

Physical AI hardware determines whether those actions succeed in the real world.

As foundation models expand into robotic manipulation, the bottleneck is no longer perception alone. It is physical interaction—contact, force regulation, slip detection, and adaptation to variability.

To deploy Physical AI at scale, robots need hardware that can sense, respond, and learn from real-world contact.

Jennifer Kwiatkowski
By Jennifer Kwiatkowski on Feb 17, 2026 in Physical AI. 3 min read time
Physical AI
Physical AI hardware: The missing layer between AI models and real-world manipulation

Artificial intelligence can generate actions.

Physical AI hardware determines whether those actions succeed in the real world.

...

Jennifer Kwiatkowski
By Jennifer Kwiatkowski on Feb 17, 2026
Read more 3 min read time
Physical AI
Robots that feel: why touch is the next frontier in Physical AI

Physical AI has moved past proof-of-concept. Large models, better simulation, and faster hardware have pushed embodied...

Jennifer Kwiatkowski
By Jennifer Kwiatkowski on Feb 06, 2026
Read more 5 min read time

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