News | Joshua Berkowitz

30 Articles

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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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Selective Gradient Masking: A Breakthrough for Safer AI Knowledge Removal

As large language models become more capable, the potential for them to inadvertently learn and reproduce harmful knowledge, such as instructions for creating dangerous substances, raises significant ...

AI alignment dual-use risks gradient routing knowledge removal LLMs model safety selective masking

Dec 11, 2025

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Agent Engineering: The New Discipline Shaping Reliable AI Agents

Today's AI agents present unique challenges that set them apart from conventional deterministic software. While traditional software relies on predictable inputs and outputs, agents must interpret ope...

agent engineering AI agents data science iterative design LLMs product management software development

Dec 11, 2025

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Unsloth Dynamic GGUFs: How Extreme Model Compression Outperforms AI Giants

Compressing a large language model by 75% and still outperforming the latest releases from OpenAI and Anthropic is the promise of Unsloth Dynamic GGUFs. Their integration with the Aider Polyglot bench...

Aider Polyglot benchmarking DeepSeek LLMs model compression open-source AI quantization Unsloth

Dec 6, 2025

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How to Run Powerful LLMs Locally on Your RTX PC: A Guide to NVIDIA's AI Garage

Harness the power oflarge language models (LLMs) on your own computer without relying on cloud servicesthanks to advances in AI and NVIDIA’s RTX hardware.With NVIDIA RTX you are unlocking greater priv...

AnythingLLM LLMs LM Studio local AI NVIDIA Ollama Project G-Assist RTX

Dec 6, 2025

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Unlocking AI Agent Potential: Mastering Context Engineering

As artificial intelligence agents grow more capable, a new discipline called context engineering is redefining how we wield the power of large language models (LLMs). Rather than simply crafting cleve...

agentic search AI agents context engineering context management LLMs long-horizon tasks prompt engineering tool design

Dec 6, 2025

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How LangExtract Is Revolutionizing Information Extraction from Unstructured Text

Extracting structured information from sprawling text documents is a major hurdle for developers and businesses. LangExtract , Google’s open-source Python library built on Gemini models, offers an adv...

data visualization Gemini models healthcare AI information extraction LangExtract LLMs Python libraries unstructured data

Nov 23, 2025

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Google's Generative UI Is Redefining Digital Experiences for Every User Prompt

Unlike static web pages and canned responses, generative UI harnesses the power of AI, specifically Google’s Gemini 3 Pro model to interpret requests and generate unique web pages, applications, tools...

AI interfaces dynamic content Generative UI Google Gemini interactive design LLMs user experience visualization

Nov 20, 2025

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How Claude’s Skills Transform AI-Generated Frontend Design

AI-generated landing pages often end up with safe fonts, predictable gradients, and minimal animations. This “AI slop” aesthetic arises because language models like Claude draw from mainstream design ...

AI design Claude frontend LLMs prompt engineering Skills UI development web development

Nov 19, 2025

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Generative UI Is Transforming the Way We Interact with AI

What if every time you typed a prompt, you received not just an answer, but a personalized, interactive interface built just for you? Google’s breakthrough in Checmakes this possible by allowing AI to...

AI interfaces Gemini app Generative UI Google Search Human-computer interaction Interactive design LLMs User experience

Nov 19, 2025

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Democratizing Scalable Mixture-of-Experts Training in PyTorch with NVIDIA NeMo Automodel

Training state-of-the-art Mixture-of-Experts (MoE) models has traditionally requiredspecialists with deep distributed systems knowledge and access to high-end infrastructure. Now, NVIDIA’s NeMo Automo...

distributed training LLMs MoE NVIDIA open source performance optimization PyTorch

Nov 12, 2025

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AI-Powered Malware: How PROMPTFLUX Is Powering New Cyber Threats

Google's Threat Intelligence Group recently exposed PROMPTFLUX , a groundbreaking Visual Basic Script (VBScript) malware that uses Gemini AI to regenerate its code dynamically. This capability marks a...

AI malware cybersecurity Google Gemini LLMs malware trends nation-state attacks PROMPTFLUX threat intelligence

Nov 12, 2025

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