News | Joshua Berkowitz

101 Articles

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DeepSeek-R1 Is Redefining AI Reasoning Through Reinforcement Learning

Reasoning underpins complex tasks like solving math problems, writing code, and making logical deductions. While recent LLMs have made headlines with their reasoning skills, these advances typically d...

AI DeepSeek-R1 language models machine learning reasoning reinforcement learning safety STEM

Sep 26, 2025

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Few-Shot Learning Revolutionizes Time-Series Forecasting: Inside Google's TimesFM-ICF

Google’s latest AI breakthrough in time-series forecasting proposes a system that instantly adapts to new challenges with only a handful of examples provided. For industries such as retail, energy, an...

AI research business analytics few-shot learning forecasting foundation models machine learning time-series transformers

Sep 25, 2025

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WisdomAI’s Autonomous Agents Are Transforming Data Analytics

WisdomAI’s autonomous AI agents are offering businesses a revolutionary way to analyze their data and gain strategic advantages using conversational AI. The move from data knowledge workers to AI powe...

AI agents automation business intelligence data analytics data integration enterprise technology machine learning

Sep 23, 2025

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MIT-IBM Watson Lab: How AI Scaling Laws Are Transforming LLM Training Efficiency

Training large language models (LLMs) is an expensive endeavor, driving the need for strategies that maximize performance while minimizing costs. Researchers at the MIT-IBM Watson AI Lab have develope...

AI cost efficiency LLM training machine learning model development research scaling laws

Sep 22, 2025

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Speculative Cascades: The Hybrid Solution Driving Smarter, Faster LLM Inference

As user expectations and AI adoption soar, delivering fast, cost-effective, and high-quality results from LLMs has become a pressing goal for developers and organizations alike. Speculative cascades a...

AI efficiency AI optimization cascades language models LLM inference machine learning speculative decoding

Sep 21, 2025

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Microsoft TimeCraft For Synthetic Time-Series Data Generation

Time-series data is the backbone of critical decision-making in sectors such as healthcare, finance, and transportation. However, generating realistic and adaptable synthetic time-series data is a per...

AI frameworks data generation industry applications machine learning open source synthetic data time series

Sep 20, 2025

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Unlocking New AI Potential with Deep Researcher and Test-Time Diffusion

Cutting-edge artificial intelligence (AI) models excel at many tasks, but their performance often depends on how well they can adapt to new, unseen data. Deep Researcher with Test-Time Diffusion is a ...

adaptation AI research deep learning generalization machine learning reasoning test-time diffusion

Sep 20, 2025

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Break the Cycle: How to Build AI POCs That Actually Ship

Despite the hype, most AI proof of concepts (POCs) never make it past the demo stage. The issue isn’t just technical, teams often design POCs to impress executives, not to survive under real-world con...

AI POC cost management engineering best practices machine learning production readiness remocal workflow user-centered design

Sep 20, 2025

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How Reliable Are LLM Judges? Lessons from DataRobot's Evaluation Framework

Relying on automated judges powered by Large Language Models (LLMs) to assess AI output may seem efficient, but it comes with hidden risks. LLM judges can be impressively confident even when they're w...

AI benchmarking AI trust LLM evaluation machine learning open-source tools prompt engineering RAG systems

Sep 20, 2025

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How AI Is Revolutionizing Fluid Dynamics and Mathematical Discovery

Researchers at Google DeepMind are using AI to identify new solutions to challenging fluid dynamics equations. Their achievement offers fresh hope for solving some of the most persistent challenges in...

AI research fluid dynamics machine learning mathematics Navier-Stokes PINNs scientific discovery singularities

Sep 19, 2025

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Hugging Face’s FinePDFs Dataset For AI Training

AI research has long relied on web-scraped content, but Hugging Face’s FinePDFs dataset is set to change the landscape. By sourcing over 475 million documents directly from PDFs, often considered too ...

AI data engineering datasets Hugging Face language models machine learning open source PDF

Sep 19, 2025

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Local AI Models Are Assiting Software Development in VS Code

AI is no longer just a futuristic add-on for software development, it is rapidly becoming a core part of the developer workflow. The latest evolution? Local AI models that run directly on your own dev...

AI development code assistants developer tools local models machine learning privacy software engineering

Sep 19, 2025

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