Markus J. Buehler
@ProfBuehlerMIT
McAfee Professor of Engineering @MIT
MIT Short Course: Machine Learning for Materials Informatics - Jul 28 - 31, 2025 (3.5 days) - LIVE VIRTUAL Instructor: Prof. Markus J Buehler, [email protected] Material informatics is transforming the way materials are discovered, understood, developed, selected, and used. In…

SPARKS is an interesting project* since the start 👇 Glad to see some results/examples here Bravo to the team ! 👏 (* interest not limited to scientific discovery imo, the design of the model itself has broader application)
Big breakthrough: A few months ago we introduced SPARKS, our autonomous scientific discovery model. Since then we have demonstrated applicability to broad problem spaces across domains from proteins, bio-inspired materials to inorganic materials. SPARKS learns by doing, thinks by…
Excited to share our latest work with @ProfBuehlerMIT on the generative design and multi-scale mechanics of spider silk proteins, using SilkomeGPT and high-throughput MD simulations to explore the sequence-mechanics landscape of spider silk. Paper link: doi.org/10.1039/D5MA00…
Spider silk is nature’s composite: steel-strong yet elastic. But its gigantic, repetitive proteins have kept full-strength synthetic fibers out of reach. Enter our SilkomeGPT-driven multi-agent framework that combines language models with physics reasoning, in research led by my…
Excellent work by @LAMM_MIT @MIT_CEE graduate student @IrisWeiLu, congrats!
Spider silk is nature’s composite: steel-strong yet elastic. But its gigantic, repetitive proteins have kept full-strength synthetic fibers out of reach. Enter our SilkomeGPT-driven multi-agent framework that combines language models with physics reasoning, in research led by my…
AI driven materials science is drug discovery without the 7+ year regulatory hurdle
Spider silk is nature’s composite: steel-strong yet elastic. But its gigantic, repetitive proteins have kept full-strength synthetic fibers out of reach. Enter our SilkomeGPT-driven multi-agent framework that combines language models with physics reasoning, in research led by my…