Blog Posts | Joshua Berkowitz

27 Articles

2025 × artificial intelligence ×

MIT’s TX-GAIN: Transforming AI Research with Unmatched Supercomputing Power

MIT Lincoln Laboratory is poised to accelerate artificial intelligence breakthroughs with the fastest university-based AI supercomputer in the U.S. thanks to the launch of TX-Generative AI Next (TX-GA...

artificial intelligence biodefense collaboration cybersecurity energy efficiency generative AI MIT research supercomputing

Dec 6, 2025

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How MIT’s Adaptive Reasoning Makes AI Smarter and Greener

MIT researchers have unveiled a breakthrough method that enables large language models (LLMs) to dynamically manage their computational resources according to the challenge at hand. This leap in effic...

adaptive reasoning artificial intelligence energy efficiency large language models machine learning process reward model uncertainty calibration

Dec 6, 2025

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ChemXploreML: Making Machine Learning Accessible for Chemistry Research

Imagine a world where chemists can predict the properties of new molecules in minutes, not weeks, without expensive equipment or deep programming knowledge. That vision is closer than ever, thanks to ...

artificial intelligence chemistry drug discovery machine learning molecular properties scientific innovation software tools

Nov 30, 2025

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SciAgent: Gold Medal Performance Through Hierarchical Multi-Agent Scientific Reasoning

Researchers from Zhongguancun Academy, Peking University, Tencent AI Lab, and collaborating institutions have developed SciAgent, a hierarchical multi-agent system that achieves gold medal performance...

artificial intelligence hierarchical architecture mathematics multi-agent systems olympiad competitions physics ReAct framework scientific reasoning

Nov 16, 2025

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Papers

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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How AI Became a Math Powerhouse: From Struggling Student to Innovative Collaborator

Artificial intelligence has quickly evolved, moving from a limited ability to solve graduate-level math to outperforming human students on complex problems. This evolution is influencing not only the ...

artificial intelligence DeepMind education machine learning mathematics research innovation theorem proving

Oct 8, 2025

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MIT's AI is Powering Safer, More Reliable Fusion Energy

Clean, virtually limitless, and emission-free is the promise of fusion energy, yet turning this dream into a safe and dependable reality has proven exceptionally difficult. One of the toughest challen...

artificial intelligence energy reliability fusion energy machine learning plasma physics renewable energy tokamak

Oct 7, 2025

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AI Is Fast-Tracking Precision Antibiotics for a Healthier Gut

Thanks to innovative research from MIT’s CSAIL and McMaster University, researchers are leveraging a generative AI model to rapidly decoded how a novel antibiotics work, opening the door to targeted t...

antibiotics artificial intelligence drug discovery gut health inflammatory bowel disease machine learning microbiome precision medicine

Oct 6, 2025

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AI Breakthrough: Designing Living Phage Genomes from Scratch

Artificial intelligence has taken a bold leap from designing individual proteins to creating entire viral genomes that function in the real world. Researchers at the Arc Institute and Stanford have ac...

artificial intelligence bacteriophages bioengineering biosecurity biotechnology genome design phage research synthetic biology

Sep 17, 2025

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Gemini 2.5 Deep Think: AI Achieves Gold-Level Performance at the ICPC World Finals

Artificial intelligence continues to break new ground, and Gemini 2.5 Deep Think’s gold-level performance at the 2025 ICPC World Finals is a testament to how far machine problem-solving has come. This...

AI breakthroughs artificial intelligence collaborative AI competitive programming Gemini ICPC problem solving reinforcement learning

Sep 17, 2025

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How IBM Research Is Shaping the Future of Algorithm Development

Algorithm development is entering an exciting phase as quantum computing and artificial intelligence (AI) begin to blend with traditional high-performance computing. IBM Research is using its extensiv...

algorithms artificial intelligence high-performance computing IBM Research linear algebra optimization quantum computing stochastic processes

Sep 13, 2025

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Universal Deep Research: A User-Programmable Deep Research Agent

Universal Deep Research (UDR) is a research prototype from NVIDIA Research that fundamentally rethinks how deep research agents work. Instead of hard-coding a fixed search-and-synthesis loop around on...

artificial intelligence machine learning natural language processing research agents

Sep 7, 2025

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