Blog Posts | Joshua Berkowitz

154 Articles

machine learning ×

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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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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Hugging Face Introduces Dataset Streaming for Machine Learning

If you’ve ever been frustrated by long waits to download massive datasets for model training, you’re not alone. Hugging Face has introduced a groundbreaking way to stream multi-terabyte datasets direc...

data engineering dataset streaming huggingface machine learning parquet performance optimization Xet storage

Nov 7, 2025

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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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OpenAI's gpt-oss-safeguard: A New Era for Policy-Driven AI Safety

OpenAI has introduced gpt-oss-safeguard , a groundbreaking family of open-source reasoning models designed to transform safety classification in artificial intelligence. Unlike rigid, traditional clas...

AI safety community collaboration content moderation developer tools machine learning open-source policy reasoning

Nov 5, 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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Deep Learning Resurrects Ancient Antibiotics: Mining Extinct Proteomes for Modern Medicine

In a groundbreaking fusion of paleobiology and artificial intelligence, researchers from the University of Pennsylvania have pioneered a revolutionary approach to combat the escalating global antibiot...

antibiotic discovery antimicrobial resistance artificial intelligence computational biology deep learning drug discovery extinct organisms machine learning molecular de-extinction paleogenomics

Nov 4, 2025

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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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Hugging Face Introduces Large-Scale ML with Streaming Datasets

Kicking off a massive machine learning project used to mean a race against the clock and your hard drive. Hours spent downloading and frustrating bottlenecks were just part of the job. Hugging Face’s ...

big data datasets data streaming efficient training hugging face machine learning parquet

Nov 2, 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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