Advanced Materials through Predictive Multiscale Design: What are the opportunities, challenges, and what does it take to advance the field for industrial impact?
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Metal-coordination bonds, a highly-tunable class of dynamic non-covalent interactions are pivotal to the function of a variety of protein-based natural materials like mussel byssal thread fibers or abrasion resistant arthropod mandibles. However, little is known about their…

Collagen is one of the most fascinating biomaterials - key to tendon, bone, skin, blood vessels and much more. I'll be presenting at the Collagen Café on 4/25/24 hosted by Andrew Rutenberg & Laurent Kreplak Dalhousie University. My talk will cover “Artificial Intelligence Driven Modeling…

Nice write-up by Bennie Mols for #ACM Communications of the ACM on the exciting possibilities of combining generative AI with physics-based modeling into a new form of physics-grounded artificial intelligence. The discussion was held at a recent panel at AAAS AAAS Annual Meeting on generative AI in…

We're excited to share this new paper on the cover of #ACS Engineering Au, cover our work on multi-agent problem solving. In one example, using a set of seven LLM agents, each with specific expertise and capabilities, we can answer complex questions here: “Design molybdenene 2D…

Thank you LlamaIndex 🦙 for highlighting our work!

Congratulations to everyone in LAMM@MIT and kudos to first author Rachel Luu for her excellent leadership in putting this together!

Nature has severely outpaced humans in developing #multifunctional , #hierarchical #materials that access impressive material properties, all the while being fully #degradable and part of native #ecosystems . But how can we effectively model the intricate time and length scales in…

If you are interested in my MIT Professional Ed Predictive Multiscale Materials Design short course, please join our virtual open house on Thursday, April 4 at noon Eastern to get the inside scoop on the key skills you will learn, topics covered, and how the course will unfold.…

In this MIT Professional Ed virtual open house on Thursday, April 4 at noon Eastern, I will share details and an outlook into this summer's program in Predictive Multiscale Materials Design. You can sign up here: professional-education.mit.edu/Predictive_Mul…
We have exciting updates this year, especially…

We can accelerate scientific discovery by teaching generative AI to make de novo predictions about never-before-seen ideas, concepts and designs. The method is based on a new approach that integrates: 1) Generative Knowledge Extraction, 2) Graph-Based Representation, and 3)…