Blog Posts | Joshua Berkowitz

131 Articles

machine learning ×

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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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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Toucan Dataset: Transforming AI Agents Into Digital Doers

Toucan, a groundbreaking open-source dataset from IBM and the University of Washington is crafted to propel tool-calling capabilities in large language models (LLMs) to new heights. For AI to move bey...

AI agents API integration benchmarking large language models machine learning open source tool-calling Toucan dataset

Oct 25, 2025

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Understanding and Reducing Hallucinations in AI Language Models

AI language models have made remarkable progress, but they still sometimes produce answers that sound plausible yet are factually incorrect. These so-called hallucinations remain a significant challen...

AI evaluation hallucination language models machine learning model training OpenAI

Oct 25, 2025

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How Academic-Industry Collaboration Drives Impactful AI Innovation

Artificial intelligence is reshaping nearly every facet of modern life, but its most significant advances arise when brilliant research meets real-world needs. By blending academic rigor with industry...

academic collaboration AI efficiency AI impact AI innovation IBM Watson machine learning open science

Oct 23, 2025

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Amazon Launches Ambitious $68 Million AI PhD Fellowship Program to Fuel Innovation

Amazon is taking a significant step to advance artificial intelligence by introducing a $68 million AI PhD Fellowship program. This initiative is designed to nurture over 100 doctoral students conduct...

academic partnerships AI research Amazon cloud computing machine learning mentorship PhD fellowship universities

Oct 23, 2025

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Chronos-2: Transforming Time Series Forecasting with Universal Flexibility

Chronos-2, Amazon’s latest time series foundation model (TSFM) is a forecasting model that seamlessly adapts to any scenario be it weather, retail trends, or cloud infrastructure metric, without the h...

AI research Chronos-2 forecasting foundation models in-context learning machine learning time series

Oct 21, 2025

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AI Meets Astronomy: How Few-Shot Learning is Revolutionizing Cosmic Discoveries

Every night, state-of-the-art telescopes capture millions of signals most of which are false alarms and not real cosmic phenomena like supernovae. Sorting through this sea of data has traditionally re...

AI models astronomy explainable AI few-shot learning Gemini machine learning scientific discovery

Oct 21, 2025

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AI Is Accelerating the Fusion Energy Revolution

A future where energy is virtually limitless and pollution-free has been the promise of atomic energy systems for nearly 8 decades. While advancements in fusion energy hold this promise, it remains on...

AI DeepMind fusion energy machine learning plasma simulation reinforcement learning sustainable energy tokamak

Oct 18, 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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