
Intelligencein motion.
An applied research lab for Physical AI. We publish rigorous research and case studies, and build systems for the material world.
Intelligence in the material world
The future of intelligence is not confined to a screen. For decades, we have focused on digital cognition: pixels, language models and virtual environments. But the ultimate frontier is the physical world.
SuperHuymn was built to research and develop the architecture of Physical AI. We study how intelligence can move, act and interact with material reality.
We believe in bridging the gap. By combining rigorous case studies with applied hardware and software solutions, we are building the systems that bring cognition into the physical realm.
The CAD, AI and Robotics Guide, by Samujjal Choudhury
Everyone can generate geometry. Almost nobody can prove it.
The field of agentic CAD split into five layers. Four are settled or crowded. One is nearly empty, and it is the one that decides whether a generated part can be trusted, machined and shipped.
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From research to reality.
- ResearchRigorous, sourced research on the architecture of Physical AI.1 guide published
- Case studiesThe blueprints behind the beasts.In preparation
- SolutionsApplied hardware and software that bring cognition into the physical realm.Soon

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A private network for founders building at the frontier of Physical AI. We review every request.