Blog Posts | Joshua Berkowitz

30 Articles

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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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AI-Powered Plant Materials Discovery: Large Language Models Extract Nature's Engineering Secrets

From Ancient Wisdom to Modern Innovation Plants have spent hundreds of millions of years perfecting sophisticated engineering solutions that humans are only beginning to understand. From the elegant m...

artificial intelligence bio-inspired design biomimetics large language models materials discovery plant materials retrieval augmented generation sustainability

Aug 31, 2025

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Papers

Anthropic Unveils 1 Million Token Context Window: Redefining AI’s Capacity

AI development is evolving rapidly, and Anthropic’s latest breakthrough puts unprecedented power in developers’ hands. With the introduction of a 1 million token context window in Claude Sonnet 4, ana...

AI agents AI models API pricing Claude Sonnet 4 code analysis context window document synthesis large language models

Aug 29, 2025

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Sakana's AB-MCTS Unlocks AI Collective Intelligence at Inference Time

Sakana AI introduces AB-MCTS (Adaptive Branching Monte Carlo Tree Search), a cutting-edge algorithm that enables multiple frontier AI models to collaborate during inference. Rather than relying solely...

AB-MCTS AI collaboration ARC-AGI-2 collective intelligence inference-time scaling large language models Monte Carlo Tree Search TreeQuest

Aug 4, 2025

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