Blog Posts | Joshua Berkowitz

68 Articles

2025 × machine learning ×

How MIT's AI Robots Are Turning Words Into Furniture

Soon you may be able to instruct a robot to assemble a custom chair simply by describing what you want. MIT researchers are turning this futuristic idea into reality with a powerful AI-driven robotic ...

AI automation furniture design human-computer interaction machine learning robotics sustainability

Dec 26, 2025

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How Wearable Robots Are Adapting to Your Unique Movements: The Next Leap in Assistive Tech

Advances in robotics and artificial intelligence are transforming how we support people with movement impairments. Imagine a wearable robot that not only assists with daily activities, but also learns...

ALS assistive technology machine learning personalized medicine soft robotics stroke rehabilitation wearable robotics

Dec 21, 2025

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Small Models, Big Solutions: How MIT's DisCIPL Framework Is Revolutionizing AI Reasoning

Large language models (LLMs) like ChatGPT often capture headlines for their advanced abilities, but they can stumble when it comes to challenging reasoning tasks that demand strict rule-following. At ...

AI reasoning collaborative AI constraint solving efficiency language models LLMs machine learning MIT CSAIL

Dec 20, 2025

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PaTH Attention: The Next Leap in Context-Aware Language Models

Large language models have transformed artificial intelligence, powering everything from chatbots to automated code generation. Yet, even the most advanced models often struggle to follow evolving sta...

AI research context awareness large language models machine learning PaTH Attention position encoding reasoning transformers

Dec 19, 2025

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AI Is Transforming the Hunt for Supernovae in a Noisy Universe

Finding a supernova, one of the cosmos’s most awe-inspiring explosions, has historically been a daunting task. Traditional searches have been likened to hunting for a needle in a cosmic haystack, with...

AI tools astronomy astrophysics automation data analysis machine learning sky surveys supernovae

Dec 7, 2025

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How Apache Spark’s Real-Time Mode Delivers Millisecond Latency for Streaming Applications

Today’s organizations rely on real-time insights to stay competitive. Apache Spark Structured Streaming has introduced a groundbreaking real-time mode, empowering data teams to process streaming event...

Apache Spark Databricks fraud detection low latency machine learning real-time streaming stream processing

Dec 6, 2025

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How MIT’s Adaptive Reasoning Makes AI Smarter and Greener

MIT researchers have unveiled a breakthrough method that enables large language models (LLMs) to dynamically manage their computational resources according to the challenge at hand. This leap in effic...

adaptive reasoning artificial intelligence energy efficiency large language models machine learning process reward model uncertainty calibration

Dec 6, 2025

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Reinforcement Fine-Tuning: Amazon Bedrock's Breakthrough for Smarter AI Models

Adapting AI models for business is often a trade-off between generic tools and high-cost, complex customization. Amazon Bedrock is revolutionizing this landscape by introducing reinforcement fine-tuni...

AI customization Amazon Bedrock AWS machine learning model deployment model fine-tuning reinforcement learning

Dec 6, 2025

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ChemXploreML: Making Machine Learning Accessible for Chemistry Research

Imagine a world where chemists can predict the properties of new molecules in minutes, not weeks, without expensive equipment or deep programming knowledge. That vision is closer than ever, thanks to ...

artificial intelligence chemistry drug discovery machine learning molecular properties scientific innovation software tools

Nov 30, 2025

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MIT’s AI Is Revolutionizing CAD Design for Everyone

To transform a rough 2D sketch into a sophisticated 3D design you no longer need to spend months mastering complex CAD software. Thanks to MIT engineers, designers now can access an AI agent that inte...

3D modeling AI CAD design automation engineering machine learning user interface VideoCAD

Nov 19, 2025

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Bridging Minds and Machines: Phillip Isola’s Mission to Unravel Intelligence

What do animals, humans, and artificial intelligence truly share at their core? Associate Professor Phillip Isola of MIT is dedicated to decoding this question by exploring the computational underpinn...

AI artificial general intelligence cognitive science human intelligence machine learning representation learning self-supervised learning

Nov 18, 2025

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AI-Powered Healthcare: Transforming Care, Discovery, and the Patient Experience

Thanks to Ai advances we may be see a healthcare landscape where care is proactive, clinicians are empowered, and medical breakthroughs happen at unprecedented speed rather soon. With 77% of healthcar...

AI clinical decision support digital health healthcare healthcare workforce machine learning predictive analytics workflow automation

Nov 16, 2025

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