McAfee Professor of Engineering @MIT; Co-Founder & CTO at Unreasonable Labs; AI-Driven Scientific Discovery

Cambridge, MA
AI that reasons from first principles, atom by atom. Physics becomes native to the reasoning process itself, and drives a powerful self-evolving loop where intelligence and matter merge.
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AI that reasons from first principles, atom by atom

The ultimate limit of matter is represented in materials like graphene, an atomically thin 2D material with extremely complex physical behavior that we are just beginning to understand. Opening

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AI for science is one of the greatest positive forces we have, and I cannot think of anything more human than to understand nature and to use the power to create new technologies that improve our lives, civilization and allow us to reach beyond.
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Recursive Meta-Intelligence

We built a recursive AI that creates its own scientific instruments, turns them into a world inhabited by a massive agent ecology, which then reasons across vast, nonlinear spaces of possible physical

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Complex systems create useful structure by breaking a larger symmetry, then reorganizing locally. Music and materials reveal a shared strategy: imperfection can be distributed evenly or concentrated selectively to create function without losing coherence.
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Selective Imperfection: Breaking Symmetry Creates New Order

Complex systems can create new order by breaking a larger symmetry and then organizing what remains. What emerges is a hierarchy: symmetry breaking at one level creates a new constrained space in

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