Markus J. Buehler

Markus J. Buehler Markus J. Buehler is an influencer

McAfee Professor of Engineering at MIT; Co-Founder & CTO at Unreasonable Labs; AI-Driven Scientific Discovery

Cambridge, Massachusetts, United States
30K followers 500+ connections

Articles by Markus J.

  • ScienceClaw × Infinite: AI Swarms Crowdsourcing Decentralized Scientific Discovery

    MIT's Infinite Corridor is a beloved and magical place where breakthroughs happen by accident - a physicist and a…

    11 Comments
  • Why We Must Break The World

    If you train a vanilla LLM on everything Newton ever wrote, and ask it what happens when you fire particles through two…

    61 Comments
  • Moves of Marvels

    Hierarchical, multi-scale reasoning is the essential logic of the universe. This year at NeurIPS, I found a place where…

    3 Comments
  • The Strategic Value of Materials Informatics

    A revolution is underway in how scientific discoveries are made: Where breakthroughs once depended solely on human…

    5 Comments
  • Agentic Intelligence

    We are entering a new era of intelligence—one not defined by solitary algorithms, but by swarms of collaborating minds.…

    20 Comments
  • MIT Predictive Multiscale Materials Design Short Course

    June 2–6, 2025, MIT Campus, Cambridge, MA TL;DR: An in-person, high-impact week of deep technical lectures, hands-on…

    3 Comments
  • Small Worlds Yield Big Ideas

    Can an AI model not just recall knowledge but create and organize it on the fly? Imagine a model that doesn’t merely…

    12 Comments
  • VibeGen: AI That Designs Molecular Motion in Proteins

    The Marvel of Molecular Machines Proteins are not just dietary nutrients – they are living molecular machines…

    11 Comments
  • Impossible Materials

    Materials science is undergoing a transformation. Instead of lengthy trial-and-error experimentation, engineers can now…

    20 Comments
  • Multi-Agent AI Enables Emergent Cognition and Real-Time Knowledge Synthesis in Science and Engineering

    In the rapidly evolving landscape of artificial intelligence, we stand at the precipice of a new era in scientific and…

    12 Comments

Activity

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Experience

  • Unreasonable Labs Graphic

    Co-founder & CTO

    Unreasonable Labs

    - Present 1 year 4 months

    Cambridge, Massachusetts, United States

    Co-founder of Unreasonable Labs, where we are building AI systems for scientific discovery. Our technology integrates large language models, structured world models, and neurosymbolic reasoning to connect knowledge across disciplines, generate new hypotheses, and accelerate the discovery and design of materials, biological systems, and advanced technologies.

  • Elsevier Graphic

    Editor-in-Chief, Journal of the Mechanical Behavior of Biomedical Materials

    Elsevier

    - Present 10 years 4 months

    http://www.journals.elsevier.com/journal-of-the-mechanical-behavior-of-biomedical-materials

  • Massachusetts Institute of Technology

    Massachusetts Institute of Technology

    20 years 9 months

    • Massachusetts Institute of Technology Graphic

      McAfee Professor of Engineering

      Massachusetts Institute of Technology

      - Present 10 years 6 months

      Cambridge, MA

      Institute-wide endowed chair professorship

    • MIT Graphic

      Professor

      MIT

      - Present 13 years

      Cambridge, MA

    • Massachusetts Institute of Technology Graphic

      Director, MIT Laboratory for Atomistic and Molecular Mechanics (LAMM)

      Massachusetts Institute of Technology

      - Present 20 years 9 months

      Cambridge, Massachusetts, United States

      The MIT Laboratory for Atomistic and Molecular Mechanics (LAMM) focuses on developing a new paradigm that designs materials from the molecular scale. This requires the combination of multi-scale modeling, additive manufacturing, 3D printing, and experimental synthesis, which is applied to bio-inspired materials, biological materials, nanomaterials, and biomass materials, just to mention a few. By utilizing a computational materials science approach that includes Density Functional Theory (DFT)…

      The MIT Laboratory for Atomistic and Molecular Mechanics (LAMM) focuses on developing a new paradigm that designs materials from the molecular scale. This requires the combination of multi-scale modeling, additive manufacturing, 3D printing, and experimental synthesis, which is applied to bio-inspired materials, biological materials, nanomaterials, and biomass materials, just to mention a few. By utilizing a computational materials science approach that includes Density Functional Theory (DFT) calculations, Molecular Dynamics (MD) simulations, coarse-grained and finite element modeling, as well as emerging methods based on Artificial Intelligence (AI) and Machine Learning (ML), we are able to understand and design materials along all different length scales, from a fundamental level.

      This is combined with additive manufacturing and synthesis techniques to provide a complete framework for materials design and production. By incorporating concepts from structural engineering, materials science and biology our lab's research has identified the core principles that link the fundamental atomistic-scale chemical structures to functional scales by understanding how biological materials achieve superior mechanical properties through the formation of hierarchical structures, via a merger of the concepts of structure and material.

Volunteer Experience

  • Communications

    Volunteer and leadership for various non-profit organizations

    - Present 27 years

Skills

Publications

  • S. Ling, Q. Zhang, D.L. Kaplan, F. Omenetto, M.J. Buehler, Z. Qin, Printing of stretchable silk membranes for strain measurements, Lab on a Chip, 2016, DOI: 10.1039/C6LC00519E

    Lab on a Chip (Royal Society of Chemistry)

    Quantifying the deformation of biological tissues under mechanical loading is crucial to understand its biomechanical response in physiological conditions and important for designing materials and treatments for biomedical applications. However, strain measurements for biological tissues subjected to large deformations and humid environments are challenging for conventional methods due to several limitations such as strain range, boundary conditions, surface bonding and biocompatibility. Here…

    Quantifying the deformation of biological tissues under mechanical loading is crucial to understand its biomechanical response in physiological conditions and important for designing materials and treatments for biomedical applications. However, strain measurements for biological tissues subjected to large deformations and humid environments are challenging for conventional methods due to several limitations such as strain range, boundary conditions, surface bonding and biocompatibility. Here we propose the use of silk solutions and printing to synthesize prototype strain gauges for large strain measurements in biological tissues. The study shows that silk-based strain gauges can be stretched up to 1300% without failure, which is more than two orders of magnitude larger than conventional strain gauges, and the mechanics can be tuned by adjusting ion content. We demonstrate that the printing approach can accurately provide well bonded fluorescent features on the silk membranes using designs which can accurately measure strain in the membrane. The results show that these new strain gauges measure large deformations in the materials by eliminating the effects of sliding from the boundaries, making the measurements more accurate than direct outputs from tensile machines.

    Other authors
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  • S. Ling, K. Jin, D.L. Kaplan, M.J. Buehler, Ultrathin Free-Standing Bombyx mori Silk Nanofibril Membranes, Nano Letters, DOI: 10.1021/acs.nanolett.6b01195, 2016

    American Chemical Society

    We report a new ultrathin filtration membrane prepared from silk nanofibrils (SNFs), directly exfoliated from natural Bombyx mori silk fibers to retain structure and physical properties. These membranes can be prepared with a thickness down to 40 nm with a narrow distribution of pore sizes ranging from 8 to 12 nm. Typically, 40 nm thick membranes prepared from SNFs have pure water fluxes of 13 000 L h–1 m–2 bar–1, more than 1000 times higher than most commercial ultrathin filtration membranes…

    We report a new ultrathin filtration membrane prepared from silk nanofibrils (SNFs), directly exfoliated from natural Bombyx mori silk fibers to retain structure and physical properties. These membranes can be prepared with a thickness down to 40 nm with a narrow distribution of pore sizes ranging from 8 to 12 nm. Typically, 40 nm thick membranes prepared from SNFs have pure water fluxes of 13 000 L h–1 m–2 bar–1, more than 1000 times higher than most commercial ultrathin filtration membranes and comparable with the highest water flux reported previously. The commercial membranes are commonly prepared from polysulfone, poly(ether sulfone), and polyamide. The SNF-based ultrathin membranes exhibit efficient separation for dyes, proteins, and colloids of nanoparticles with at least a 64% rejection of Rhodamine B. This broad-spectrum filtration membrane would have potential utility in applications such as wastewater treatment, nanotechnology, food industry, and life sciences in part due to the protein-based membrane polymer (silk), combined with the robust mechanical and separation performance features.

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  • Roadmap across the mesoscale for durable and sustainble cement paste- a bioinspired approach

    Construction and Building Materials

    In recent years, continuum and atomistic modeling of cementitious materials has provided significant advances towards studying the durability of civil infrastructure. An important frontier to understanding structure-property relationships is the “mesoscale”, which represents the bridge between underlying (e.g. molecular) processes and bulk macroscale behavior. This review highlights examples of a mesoscale approach within biological materials and emphasizes their applicability to the study and…

    In recent years, continuum and atomistic modeling of cementitious materials has provided significant advances towards studying the durability of civil infrastructure. An important frontier to understanding structure-property relationships is the “mesoscale”, which represents the bridge between underlying (e.g. molecular) processes and bulk macroscale behavior. This review highlights examples of a mesoscale approach within biological materials and emphasizes their applicability to the study and design of sustainable cement-based materials at multiple length scales. We propose a methodology focused on the coupling of computation and experiment for furthering our understanding of the microstructural properties that control the durability of hardened cement paste.

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  • D.B. Brommer, T. Giesa, D.I. Spivak, M.J. Buehler, Categorical prototyping: incorporating molecular mechanisms into 3D printing, 2016, Vol. 27, paper # 024002

    Nanotechnology (IOP Publishing Ltd.)

    We apply the mathematical framework of category theory to articulate the precise relation between the structure and mechanics of a nanoscale system in a macroscopic domain. We maintain the chosen molecular mechanical properties from the nanoscale to the continuum scale. Therein we demonstrate a procedure to 'protoype a model', as category theory enables us to maintain certain information across disparate fields of study, distinct scales, or physical realizations. This process fits naturally…

    We apply the mathematical framework of category theory to articulate the precise relation between the structure and mechanics of a nanoscale system in a macroscopic domain. We maintain the chosen molecular mechanical properties from the nanoscale to the continuum scale. Therein we demonstrate a procedure to 'protoype a model', as category theory enables us to maintain certain information across disparate fields of study, distinct scales, or physical realizations. This process fits naturally with prototyping, as a prototype is not a complete product but rather a reduction to test a subset of properties. To illustrate this point, we use large-scale multi-material printing to examine the scaling of the elastic modulus of 2D carbon allotropes at the macroscale and validate our printed model using experimental testing. The resulting hand-held materials can be examined more readily, and yield insights beyond those available in the original digital representations. We demonstrate this concept by twisting the material, a test beyond the scope of the original model. The method developed can be extended to other methods of additive manufacturing.

    Other authors
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  • S. Lin, S. Ryu, J.Y. Wong, D.L. Kaplan, M.J. Buehler, et al., Predictive modelling-based design and experiments for synthesis and spinning of bioinspired silk fibres, Nature Communications, Vol. 6, article # 6892, 2015

    Nature Communications

    Scalable computational modelling tools are required to guide the rational design of complex hierarchical materials with predictable functions. Here, we utilize mesoscopic modelling, integrated with genetic block copolymer synthesis and bioinspired spinning process, to demonstrate de novo materials design that incorporates chemistry, processing and material characterization. We find that intermediate hydrophobic/hydrophilic block ratios observed in natural spider silks and longer chain lengths…

    Scalable computational modelling tools are required to guide the rational design of complex hierarchical materials with predictable functions. Here, we utilize mesoscopic modelling, integrated with genetic block copolymer synthesis and bioinspired spinning process, to demonstrate de novo materials design that incorporates chemistry, processing and material characterization. We find that intermediate hydrophobic/hydrophilic block ratios observed in natural spider silks and longer chain lengths lead to outstanding silk fibre formation. This design by nature is based on the optimal combination of protein solubility, self-assembled aggregate size and polymer network topology. The original homogeneous network structure becomes heterogeneous after spinning, enhancing the anisotropic network connectivity along the shear flow direction. Extending beyond the classical polymer theory, with insights from the percolation network model, we illustrate the direct proportionality between network conductance and fibre Young's modulus. This integrated approach provides a general path towards de novo functional network materials with enhanced mechanical properties and beyond (optical, electrical or thermal) as we have experimentally verified.

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  • R. Mirzaeifar, L. Dimas, Z. Qin, M.J. Buehler, Defect-Tolerant Bioinspired Hierarchical Composites: Simulation and Experiment, 2015, Vol. 1 (5), pp 295–304

    ACS Biomater. Sci. Eng.

    Defect tolerance, the capacity of a material to maintain strength even under the presence of cracks or flaws, is one of the essential demands in the design of composite materials, as manufacturing induced defects, or those generated during operation, can lead to catastrophic failure and dramatically reduce the mechanical performance. In this paper, we combine computational modeling and advanced multimaterial 3D printing to examine the mechanics of several different classes of defect-tolerant…

    Defect tolerance, the capacity of a material to maintain strength even under the presence of cracks or flaws, is one of the essential demands in the design of composite materials, as manufacturing induced defects, or those generated during operation, can lead to catastrophic failure and dramatically reduce the mechanical performance. In this paper, we combine computational modeling and advanced multimaterial 3D printing to examine the mechanics of several different classes of defect-tolerant bioinspired hierarchical composites, built from two base materials with contrasting mechanical properties (stiff and soft). We find that in contrast to the brittle base constituents of the composites, the existence of a hierarchical architecture leads to superior defect-tolerant properties. We show that composites with more hierarchical levels dramatically improve the defect tolerance of the material. We also examine the effect of adding both self-similar and dissimilar hierarchical levels to the materials architecture, and show that the geometries with multiple hierarchical levels can retain a significant portion of their fracture strength in the presence of either large edge cracklike flaws or multiple small distributed defects in the material. We compare the stress distributions in materials with different numbers of hierarchies in both simulation and experiment and find a more uniform stress distribution in the uncracked region of materials with higher hierarchy levels. These results provide micromechanical insights into the origin of the higher defect tolerance observed in simulation and experiment.

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  • Z. Qin, M.J. Buehler, Nonlinear Viscous Water at Nanoporous Two-Dimensional Interfaces Resists High-Speed Flow through Cooperativity, Nano Letters, OI: 10.1021/acs.nanolett.5b00809, 2015

    ACS Nano Letters

    Recently emerging ultrathin two-dimensional carbon materials provide potentially game-changing membranes for water filtration. Here we discover a changed water behavior at the nanoscale that is significantly distinct from its bulk state as water flows through two-dimensional carbon allotropes. We find that water exhibits a very high viscosity due to the cooperativity of water molecules that enhances the nonbonded H-bond interactions with the dense lattice of carbon structures, which renders…

    Recently emerging ultrathin two-dimensional carbon materials provide potentially game-changing membranes for water filtration. Here we discover a changed water behavior at the nanoscale that is significantly distinct from its bulk state as water flows through two-dimensional carbon allotropes. We find that water exhibits a very high viscosity due to the cooperativity of water molecules that enhances the nonbonded H-bond interactions with the dense lattice of carbon structures, which renders flow significantly more viscous, with a resistance that is inversely proportional to the sixth power of the characteristic length of the nanopores. This is in contrast to a constant value as assumed in conventional knowledge. Our findings reveal how water molecules behave drastically different from their bulk state under extreme nanoconfinement conditions. These insights enable us to incorporate the size analysis of particles in variant untreated water into membrane design and propose the design of more efficient devices with higher filtration throughput and greater mechanical resilience.

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  • List of publications

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    See URL above for complete list of publications

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Projects

Honors & Awards

  • Washington Award

    -

    One of the oldest and most prestigious engineering awards in the United States. Former recipients include Herbert Hoover (1919, humanitarian and 31st U.S. President), Orville Wright (1927, aviation pioneer), Henry Ford (1944, automobile innovator), Vannevar Bush (1946, computing & science policy pioneer), Neil Armstrong (1980, first human on the Moon), Robert Langer (2005, biomedical engineering innovator), Dean Kamen (2008, inventor of the Segway & medical devices), Martin Cooper (2012…

    One of the oldest and most prestigious engineering awards in the United States. Former recipients include Herbert Hoover (1919, humanitarian and 31st U.S. President), Orville Wright (1927, aviation pioneer), Henry Ford (1944, automobile innovator), Vannevar Bush (1946, computing & science policy pioneer), Neil Armstrong (1980, first human on the Moon), Robert Langer (2005, biomedical engineering innovator), Dean Kamen (2008, inventor of the Segway & medical devices), Martin Cooper (2012, inventor of the mobile phone), Bill Nye (2014, science communicator), Margaret Hamilton (2019, Apollo software engineer), John Goodenough (2021, inventor of the lithium-ion battery), Gwynne Shotwell (2023, President of SpaceX), and internet pioneers Robert Kahn & Vinton Cerf (2024, creators of TCP/IP protocols).

  • Member, National Academy of Engineering (NAE)

    National Academy of Engineering

  • International Association for Computational Mechanics Fellows Award, 2022

    International Association for Computational Mechanics (IACM)

    The IACM Fellows Award recognizes individuals with a distinguished record of research, accomplishment and publication in areas of computational mechanics and demonstrated support of the IACM through membership and participation in the Association, its meetings and activities.

  • James R. Rice Medal

    Society of Engineering Science

    For contributions to the mechanics of protein materials, bioinspired materials, and multiscale analyses of solids.

  • ASME Drucker Medal

    ASME

    Awarded "for contributions to the use of molecular mechanics and chemical principles to elucidate the
    mechanics of natural and bio-inspired materials, and the design of mechanically optimized composite
    materials through hierarchical structuring from nano to macroscale."

  • Highly Cited Researcher

    Clarivate Analytics (Web of Science)

    Recognized for exceptional research performance demonstrated by production of multiple highly cited papers that rank in the top 1% by citations for field and year in Web of Science

  • Feynman Prize in Nanotechnology, Theory

    Foresight Institute

  • Outstanding Young Scientist Award

    NANOSMAT Society

  • Fellow, NANOSMAT Society

    NANOSMAT Society

  • McAfee Professor of Engineering

    MIT

    Institute-wide endowed chair professorship

  • Fellow, American Institute for Medical and Biological Engineering (AIMBE)

    American Institute for Medical and Biological Engineering

  • Journal of Applied Mechanics Award

    AMSE

  • ASME NanoEngineering in Medicine and Biology Congress, Conference Co-Chair

    ASME

  • Alfred Noble Prize

    -

  • Chair, International Conference on Mechanics of Biomaterials & Tissues

    Elsevier

  • DARPA Young Faculty Award

    Defense Advanced Research Projects Agency

  • Esther and Harold E. Edgerton Career Development Professorship

    MIT

  • Fellow, American Institute for Medical and Biological Engineering

    American Institute for Medical and Biological Engineering

    Honored for "applying computational methods to the design of new biomaterials, the interpretation of the behavior of complex biomaterials and the integration of experiment and simulation across multiple scales"

  • Frontiers of Engineering Symposium, National Academy of Engineering

    National Academy of Engineering

  • Gold Graduate Student Award, Materials Research Society

    Materials Research Society

  • Harold E. Edgerton Faculty Achievement Award

    MIT

    Highest award given by MIT to young faculty members, in recognition of exceptional teaching and research

  • IEEE Holm Conference Morton Antler Lecture Award

    IEEE

  • Leonardo da Vinci Award

    ASCE

    Awarded for “pioneering research in the integration of atomistic simulation with methods of continuum mechanics, applied to the multiscale modeling of the structure and mechanical behavior of biological and protein-based materials”

  • Materials Research Society Outstanding Young Investigator Award

    Materials Research Society

    Honored "for highly innovative and creative work in computational modeling of biological, bio-inspired and synthetic materials, revealing how weakness is turned into strength through hierarchical material design"

  • National Science Foundation CAREER Award

    National Science Foundation

  • Presidential Early Career Awards for Scientists and Engineers (PECASE)

    United States government

    Highest honor bestowed by the United States government on outstanding scientists and engineers in the early stages of their independent research careers

  • Robert Lansing Hardy Award

    The Minerals, Metals & Materials Society

  • Rossiter W. Raymond Memorial Award

    American Institute of Mining, Metallurgical, and Petroleum Engineers (AIME)

    Awarded for the best single or dual authored, peer-approved or peer-reviewed paper published in specific Member Society publications in a given period where the lead author is a member under 35 years of age

  • Society of Engineering Science Young Investigator Medal

    Society of Engineering Science

  • Stephen Brunauer Award

    American Ceramic Society

  • TMS Structural Materials Division JOM Best Paper Award

    The Minerals, Metals & Materials Society

  • Thomas J.R. Hughes Young Investigator Award

    American Society of Mechanical Engineers (ASME)

Languages

  • English

    -

  • German

    -

Organizations

  • National Academy of Engineering

    Elected Member

    - Present
  • American Society of Mechanical Engineers (ASME)

    Member, ASME Materials Division Executive Committee

    -
  • American Chemical Society

    -

  • American Institute for Biomedical and Biological Engineering (AIMBE)

    Fellow

  • American Society of Civil Engineers

    Chair, Biomechanics Committee of EMI

  • American Society of Mechanical Engineers

    Conference Chair; Committee Member

  • Materials Research Society

    Symposium Organizer; Focus Issue Journal Editor; Committee Chair, Graduate Student Awards

  • Society of Engineering Science

    -

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