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Why the Next AI Breakthrough May Come from Physics with Max Welling - #774

TWIML AI Podcast · Aug 25, 2026 · Research Findings

Physics concepts like thermodynamics and symmetry breaking may inspire AI architectures beyond scaling

Max Welling, CTO of CuspAI, argues the next AI breakthrough may come from physics rather than scaling, with his company using generative AI to accelerate materials discovery for semiconductors and clean energy. He proposes that concepts like thermodynamics, wave-based computation, and symmetry breaking could inspire entirely new neural network architectures. This is a contrarian but credentialed perspective on post-scaling AI development.

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