Blog Posts | Joshua Berkowitz

27 Articles

materials science ×

How Machine Learning Is Revolutionizing the Search for Advanced Material Structures

Princeton researchers introduce a machine learning tool promises to supercharge the pace at which scientists can identify the most promising metal organic frameworks (MOFs), these materials with the p...

carbon capture chemical engineering energy storage machine learning materials science MOFs Princeton research tools

Feb 24, 2026

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Quantum Simulations Breakthrough: IonQ Ushers in a New Era for Science and Industry

We are starting to unlock the secrets of advanced materials and accelerate solutions for climate change thanks to the power of quantum computing. IonQ has made a groundbreaking leap in simulating comp...

carbon capture chemical simulations climate change innovation materials science molecular dynamics pharmaceuticals quantum computing

Jan 2, 2026

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AI and Automation Are Accelerating Scientific Discovery at Berkeley Lab

Scientific discovery is entering a new era at Lawrence Berkeley National Laboratory. By integrating artificial intelligence (AI) and automation into every facet of research, the Lab is not only accele...

AI automation data analysis innovation materials science network optimization scientific research supercomputing

Jan 2, 2026

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How Diamond Defects Are Illuminating the Quantum Universe

What if the secrets of the quantum world could be unveiled by the tiniest imperfections in diamonds? Princeton researchers are turning diamonds to uncover the quantum world, using engineered pairs of ...

diamond defects entanglement magnetic fluctuations materials science nanotechnology quantum sensing superconductors

Dec 11, 2025

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Sodium-Ion Batteries: Brown University Unveils Breakthrough Design Guidelines

The search for safer, more sustainable energy storage is putting sodium-ion batteries at center stage. These batteries, which rely on sodium rather than scarce lithium, are gaining attention thanks to...

anode design battery technology energy storage hard carbon materials science sodium-ion batteries sustainable energy

Dec 7, 2025

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How Generative AI Is Revolutionizing Materials Discovery with MatterGen

What if scientists could invent entirely new materials simply by describing the properties they want? Instead of endlessly searching through databases, researchers can now generate unique compounds cu...

discovery generative AI innovation machine learning materials science MatterGen open source research

Dec 6, 2025

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Rapid and Automated Alloy Design with Graph Neural Network-Powered Large Language Model-Driven Multi-Agent AI

The search for new materials with enhanced mechanical properties has previously been constrained by the sheer complexity of the compositional design space. Multi-principal element alloys offer excepti...

alloy design artificial intelligence computational materials dislocation dynamics graph neural networks machine learning materials science multi-agent systems

Nov 10, 2025

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Papers

Edison Scientific Kosmos: Accelerating Six Months of Science in a Single Day

Looking to get more out your research efforts without the timeline? Introducing Kosmos , Edison Scientific’s groundbreaking AI Scientist. Building on lessons from its predecessor, Robin, Kosmos ...

AI research automation Edison Scientific Kosmos machine learning materials science neuroscience scientific discovery

Nov 6, 2025

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MXene Membranes: Transforming the Future of Filtration

Filtration systems are undergoing a remarkable evolution, with innovative materials offering new solutions for separating valuable ions from complex mixtures. Traditional filtration membranes often fa...

energy-water systems ion separation materials science membrane technology MXene nanotechnology water treatment

Nov 4, 2025

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MIT’s 3D-Printed Aluminum Alloy: A Leap Forward for Lightweight, High-Strength Manufacturing

A revolutionary 3D-printable aluminum alloy may allow aircraft parts that are not only lighter but also stronger and more efficient. Developed by MIT engineers, this materials process innovation sets ...

3D printing additive manufacturing aerospace engineering aluminum alloys lightweight materials machine learning materials science

Oct 25, 2025

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How AI-Powered Cloud Laboratories Are Revolutionizing Scientific Discovery

Picture a world where any scientist, regardless of location, can access cutting-edge laboratory facilities instantly. This is no longer just a dream. The U.S. National Science Foundation (NSF) has com...

AI automation biotechnology cloud laboratories materials science NSF research infrastructure STEM education

Oct 16, 2025

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AI and Automation Are Transforming Scientific Discovery at Berkeley Lab

At Lawrence Berkeley National Laboratory (Berkeley Lab), scientific breakthroughs are preparing to happen in days instead of years through the integration of artificial intelligence, automation, and a...

AI automation data analysis materials science research innovation robotics scientific discovery supercomputing

Oct 14, 2025

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