Blog Posts | Joshua Berkowitz

46 Articles

github × machine learning ×

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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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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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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Streamlining Scientific Discovery: How ADO Unifies Computational Experimentation

In today’s research landscape, computational experiments are at the heart of scientific progress. Yet, researchers often struggle with a patchwork of specialized tools and inconsistent workflows that ...

collaboration computational experiments data orchestration machine learning open source scientific discovery workflow automation

Oct 16, 2025

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Streamline Your Team’s LLM Prompt Engineering with Google Cloud’s LLM-Evalkit

If you've ever managed large language model (LLM) prompts across different tools and documents, you know how chaotic and inefficient the process can be. Iterating on prompts without a unified system o...

AI workflow LLM machine learning no-code open source prompt engineering Vertex AI

Oct 15, 2025

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VS Code Gets a Major AI Code Search Upgrade: GitHub Copilot’s New Embedding Model Explained

Modern development demands quick access to the right code. With GitHub Copilot's upgraded embedding model in Visual Studio Code, developers now enjoy smarter, context-aware code search that pinpoints ...

AI code search developer productivity embeddings GitHub Copilot machine learning software engineering VS Code

Oct 11, 2025

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Thinking Machines Tinker: Simplifying Fine-Tuning for Language Models

The power to customize advanced language models without wrestling with infrastructure or distributed training is what Tinker by Thinking Machines promises. This innovative API puts flexible, powerful ...

AI APIs fine-tuning infrastructure language models machine learning open source research tools

Oct 2, 2025

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DeepMind's AI Nearly Clinched Gold at the International Mathematical Olympiad

Artificial intelligence has taken a remarkable leap by matching the prowess of elite young mathematicians. DeepMind’s AlphaProof and AlphaGeometry 2 models recently performed at a silver-medal standar...

AlphaGeometry AlphaProof artificial intelligence formal reasoning IMO machine learning mathematics problem-solving

Sep 30, 2025

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How Foundation Models Are Transforming Scientific Discovery

Foundation models such as large language models have made waves in language processing and computer vision, but their leap into scientific disciplines is both exciting and complex. Scientific fields d...

data efficiency deep learning foundation models machine learning physical constraints scientific discovery time series forecasting uncertainty quantification

Sep 29, 2025

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PosterGen: Academic Poster Creation with Multi-Agent AI

Creating compelling conference posters is a challenge for any researcher. You have to accurately and compelling decide which content and how it will be presented. After months of rigorous research, wr...

academic tools artificial intelligence design automation machine learning multi-agent systems poster design research tools scientific communication

Sep 22, 2025

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