Blog Posts | Joshua Berkowitz

33 Articles

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NVFP4 Is Transforming AI Training: 4-Bit Precision Meets High Performance

Efficiently training massive language models is now a central challenge for organizations building advanced AI systems. As models grow larger and datasets expand into the trillions of tokens, the need...

AI training Blackwell architecture generative AI large language models low precision model efficiency NVFP4 quantization

Nov 4, 2025

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MIT Researchers Are Making AI Text Classifiers More Reliable

AI text classifiers are now behind many tools we use daily, from chatbots to content moderation systems. Their accuracy and reliability have become critical but how can you be sure they aren’t easily ...

adversarial testing AI large language models machine learning MIT robustness software tools text classification

Nov 4, 2025

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IBM’s AISteer360 Empowers Safe and Customizable LLM Outputs

As large language models (LLMs) become increasingly sophisticated, so does the challenge of ensuring their outputs remain safe, relevant, and trustworthy especially in high-stakes enterprise environme...

AI safety AISteer360 AI steering enterprise AI generative AI large language models model alignment open source

Oct 28, 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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A New Era for Privacy: Hierarchical Generation of Synthetic Photo Albums

As privacy concerns grow, the challenge of creating realistic datasets without exposing sensitive information is more pressing than ever. Google Research has introduced a groundbreaking method for gen...

differential privacy generative AI hierarchical models large language models photo albums privacy-preserving synthetic data text-to-image

Oct 21, 2025

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How a Handful of Malicious Documents Can Backdoor Massive AI Models

It might seem that poisoning a huge AI model would require corrupting a substantial portion of its training data. However, groundbreaking research reveals this isn’t the case. Experts from Anthropic, ...

adversarial machine learning AI safety AI security backdoor attacks data poisoning large language models model robustness research

Oct 14, 2025

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How AI Agents Are Changing Scientific Research Workflows

What if you could hand off the repetitive but essential tasks of research like data curation, code writing, or hypothesis testing, to an intelligent digital assistant? AI agents are making this scenar...

AI agents automation collaboration drug discovery large language models research tools scientific research

Oct 6, 2025

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Alibaba Introduces Tongyi Deep Research for Knowledge Discovery

Tongyi Deep Research is Alibaba’s latest AI innovation that promises to transform how users gather and synthesize information from large, complex sources. With advanced large language models, this too...

academic tools AI research Alibaba business intelligence information synthesis knowledge discovery large language models

Sep 20, 2025

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AI Is Updating Scientific Software Development

Traditionally, developing custom empirical software for each research challenge has been a major bottleneck, consuming valuable time and slowing scientific progress. Google Research is leveraging an ...

AI automation computational science empirical software large language models machine learning research tools scientific discovery

Sep 16, 2025

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Qwen3 Next: Pioneering Ultra-Efficient AI for the Future

Built to meet rising demands for smarter and more resource-efficient AI, Qwen3 Next brings transformative improvements in both performance and practicality. This new architecture sets a fresh standard...

AI architecture efficiency green AI large language models modular design Qwen3 Next scalability

Sep 12, 2025

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When AI Agents Misremember: How Fake Memories Put Smart Assistants at Risk

What if you entrust your AI assistant with your credit card to book a flight, only to wake up and discover it has spent your money on bizarre purchases? What would you do? Panic? This unsettling possi...

AI assistants AI security autonomous agents large language models memory manipulation prompt injection Web3

Sep 11, 2025

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Qwen3 Max: Unveiling the Power of a 1 Trillion Parameter AI Model

The recent preview release of Qwen3 Max marks a major milestone in artificial intelligence. With an astonishing 1 trillion parameters , this AI model stands among the most advanced in the world. It pu...

AI models enterprise AI large language models machine learning natural language processing Qwen3 Max technology trends

Sep 8, 2025

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