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How AI Is Unlocking Materials We’ve Never Been Able to Build | Radical AI
115Episode 115

How AI Is Unlocking Materials We’ve Never Been Able to Build | Radical AI

with Joseph KrauseCEO

2026-01-04
Podcast Episode

Discover how Radical AI is revolutionizing material science with self-driving labs. CEO Joseph Krause shares how they combine AI and robotics to accelerate R&D and unlock materials we've never been able to build.

5 Things You'll Learn from This Episode

  1. Understand why traditional academic research struggles to commercialize new materials.
  2. Discover how the 'materials flywheel' concept accelerates material discovery by 370x.
  3. Learn why physical experimentation is crucial for validating AI-driven material predictions.
  4. Explore the multi-modal AI approach used for material discovery, from generative models to LLMs.
  5. Grasp the stepwise business strategy of focusing on customer problems before pursuing moonshots.

About the Episode

Joseph Krause, CEO of Radical AI, details his journey from material science to venture capital and founding his deep-tech startup. He explains their 'materials flywheel' concept, which uses a self-driving lab and a multi-modal AI engine to discover novel materials 370 times faster than traditional methods, tackling problems in aerospace, defense, and energy.

Timestamps

  • 0:00 — Introduction: AI and the Future of Material Science
  • 1:15 — From Material Science to Venture Capital
  • 5:01 — Why New Materials Fail to Commercialize
  • 9:06 — Radical AI's Product: The Materials Flywheel
  • 11:36 — Identifying Customers for Novel Materials
  • 13:39 — The Limits of Digital Simulation in Science
  • 17:45 — Focusing on Customer-Driven Problems
  • 23:48 — The AI Engine Behind Radical AI
  • 27:13 — Predicting Crystal Structures with AI
  • 29:50 — The Critical Role of Experimental Data
  • 31:57 — Why Build a Deep-Tech Company in New York
  • 33:37 — Joseph's Personal AI Use Case for Research

About Joseph Krause

Joseph Krause is the Co-Founder and CEO of Radical AI, a company revolutionizing material science with AI-powered, self-driving labs. With a background in Material Science from Rice University, Joseph previously served in the US Army National Guard and worked as a venture capitalist at Alicorp, experiences that shaped his mission to accelerate the commercialization of new materials.

Co-founder & CEO at Radical AI

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About the Host

Nataraj Sindam is the creator of The Startup Project, a podcast featuring founders, investors, and operators building the future.

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