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🔬 The Self-Driving Lab — Joseph Krause, Radical AI

Latent Space Blog · Jun 17, 2026 · Engineering Insights

Radical AI uses self-driving labs with an 'AI scientist' to accelerate materials discovery over 10x.

“In materials, the ground truth is the material itself. You have to be able to test it and characterize it.”

Radical AI founder Joseph Krause describes building 'self-driving labs' that pair an AI scientist with automated robotics in a closed loop to generate and test materials hypotheses, claiming over 10x acceleration versus programs like DARPA/GE MACH. The key insight is that no single model can one-shot materials because manufacturing process and physical testing—not just chemical formula—determine outcomes, making experimental data the real moat.

materials-science self-driving-labs ai-for-science automation radical-ai

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