Blog Posts | Joshua Berkowitz

19 Articles

drug discovery ×

ChemXploreML: Breaking Barriers in Chemical Property Prediction with User-Friendly Machine Learning

Predicting a molecule’s boiling point, melting point, or pressure once demanded extensive experiments and deep programming skills. Now, thanks to ChemXploreML, a desktop application developed at MIT, ...

chemical properties chemistry drug discovery machine learning open source research tools software

Jul 26, 2025

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News

Hybrid Quantum-Classical Algorithms: Transforming Molecular Simulations for Drug Discovery and Materials Science

Predicting complex chemical reactions has long challenged scientists, especially when speed and accuracy are critical. Recent advances are reshaping this landscape. Researchers have unveiled a hybrid ...

drug discovery error mitigation GPU acceleration hybrid algorithms molecular simulation quantum chemistry quantum computing transition metal complexes

Jul 25, 2025

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Papers

How AI Is Transforming Drug Discovery: The Robin System’s Leap Forward

Artificial intelligence is rapidly redefining the way new medications are discovered. Imagine a process where AI sifts through endless scientific literature, uncovers hidden links, and guides research...

AI automation drug discovery drug repurposing literature synthesis multi-agent systems RNA-seq therapeutics

Jul 10, 2025

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Bullfrog AI and Sygnature Discovery Are Redefining Drug Discovery with Explainable AI

The pharmaceutical landscape is undergoing a seismic shift. For decades, soaring research costs and protracted development timelines have plagued the industry, all while most experimental drugs never ...

AI biotechnology CRO digital health drug discovery explainable AI pharmaceutical strategic partnership

Jul 5, 2025

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News

Introducing SyntheMol-RL An Antibiotic Discovery Powered by Artificial Intelligence

The escalating crisis of antibiotic resistance presents one of the most urgent threats to global public health, with millions of deaths linked to drug-resistant bacterial infections annually. Among th...

Artificial Intelligence Chemistry drug discovery

Jun 24, 2025

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Research Reviews

How CACTUS Bridges AI and Cheminformatics for Accelerated Molecular Discovery

Recent breakthroughs in artificial intelligence promise to revolutionize drug discovery, yet most language models struggle with the complexity of chemistry. CACTUS, a new open-source agent, aims to ch...

AI agents cheminformatics drug discovery large language models molecular analysis open source prompt engineering

Jun 21, 2025

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How Azure AI Foundry Is Accelerating Healthcare Innovation

Artificial intelligence is rapidly transforming the healthcare and life sciences industries. Innovative AI models are empowering clinicians, researchers, and developers to tackle real-world challenges...

AI models asset protection Azure digital health drug discovery healthcare model security pathology

Jun 19, 2025

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News

Ether0 Is Transforming Chemistry with AI-Powered Scientific Reasoning

ether0, FutureHouse's new open-source, 24-billion-parameter model, hints at a future where scientific breakthroughs are achieved faster thanks to AI models that excel at complex reasoning in fields li...

AI chemistry AI safety drug discovery FutureHouse molecular design open source AI reinforcement learning scientific reasoning

Jun 15, 2025

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ether0 AI Reasoning Model: Transforming the Future of Chemistry

A world where artificial intelligence doesn't just analyze data but actively reasons through scientific challenges, proposing novel solutions and hypotheses is what FutureHouse is bringing to life wit...

AI automation chemistry drug discovery FutureHouse machine learning reasoning models scientific research

Jun 15, 2025

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Themis AI Is Teaching AI Models to Recognize Their Own Uncertainty

Artificial intelligence is making waves in critical industries, yet a major challenge remains: most AI systems struggle to recognize and communicate when they are unsure. The risks become clear in hig...

AI uncertainty bias detection drug discovery edge computing large language models machine learning model reliability

Jun 7, 2025

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MIT Researchers Chart New Paths for Alzheimer’s Drug Targets Beyond Amyloid

Alzheimer’s disease has challenged the scientific community for decades, especially as treatments focused on amyloid plaques have not delivered the hoped-for results. In a promising shift, researchers...

Alzheimer's computational biology DNA repair drug discovery genetics MIT neurodegeneration RNA modification

May 25, 2025

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The Robin System is Transforming Drug Discovery with AI

What if artificial intelligence could do more than just support scientific research, what if it could drive the entire process? The Robin System by FutureHouse is making this a reality, automating the...

BioChemistry drug discovery

May 23, 2025

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