Blog Posts | Joshua Berkowitz

68 Articles

2025 × machine learning ×

Apple Embedding Atlas: Making Sense of Millions Through Interactive Visualization

In the world of machine learning, AI and data science, embeddings have become the universal translator for complex data. Whether you are analyzing customer feedback, exploring research papers, or unde...

data visualization embeddings machine learning open source Python TypeScript WebAssembly WebGPU

Nov 12, 2025

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Github Repos

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

Whisper Leak: How Encrypted AI Chats Can Still Reveal Your Secrets

Many people trust that encrypted messaging with AI chatbots is secure, but recent research from Microsoft challenges this assumption. A newly discovered threat, dubbed Whisper Leak , reveals that even...

AI security cybersecurity data privacy encrypted traffic large language models machine learning side-channel attack Whisper Leak

Nov 10, 2025

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News

AlphaEvolve: AI-Powered Mathematical Discovery at Scale

Google DeepMind's AlphaEvolve is moving the bar yet again in how artificial intelligence tackles mathematical discovery. Published (preprint) in November 2025 by researchers Bogdan Georgiev, e t al at...

AI AlphaProof automated reasoning combinatorics DeepMind evolutionary computation FunSearch large language models machine learning mathematical discovery mathematics optimization Terence Tao

Nov 7, 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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MIT Researchers Are Making AI Text Classifiers More Reliable

AI text classifiers are now behind many tools we use daily, from chatbots to content moderation systems. Their accuracy and reliability have become critical but how can you be sure they aren’t easily ...

adversarial testing AI large language models machine learning MIT robustness software tools text classification

Nov 4, 2025

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News

Data Recovery and Precision in Fusion Energy Systems Now Uses Ai

The precision required to sustain a fusion reaction is immense, and it relies on a vast network of sensors. What happens when those sensors fail? Introducing Diag2Diag , an innovative artificial intel...

AI diagnostics fusion energy machine learning plasma physics sensor data tokamaks

Nov 3, 2025

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Rubrics As Rewards: Reinforcement Learning Beyond Verifiable Domains

When AI Doctors Need Better Report Cards A future where AI is designed to help improve diagnostic medicine and even find rare diseases may be very close thanks to research from ScaleAI. But what does ...

AI training healthcare AI interpretability machine learning reinforcement learning rubrics

Nov 2, 2025

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Papers

Revolutionizing Genome Annotation: The Power of SegmentNT

Deciphering the human genome, with its 3 billion nucleotides, remains one of biology’s greatest challenges. Precisely mapping genes and regulatory elements is crucial for understanding gene expression...

bioinformatics deep learning foundational models genome annotation genomics machine learning multi-species SegmentNT

Oct 30, 2025

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Modular Architecture and LoRA Supercharge Semantic Routing Efficiency

Semantic routing has historically hit a wall when scaling to new classification tasks. Each new intent or filter often required an additional heavy machine learning model, driving up computational cos...

cloud-native Flash Attention LoRA machine learning modular architecture multilingual models Rust semantic routing

Oct 27, 2025

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News

Sentence Transformers Joins Hugging Face: What This Means for NLP Innovation

The Sentence Transformers library, a staple in natural language processing, is officially joining the Hugging Face ecosystem. This move marks a significant leap for both the tool and the community, as...

community embeddings Hugging Face machine learning NLP open source semantic search Sentence Transformers

Oct 27, 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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