The 3× Token Bill We Didn’t See Coming
I was going through our agentic application dashboard and noticed a spike in last week’s LLM usage, with traffic sitting at exactly the same level it had been for weeks….
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Why Idle GPUs Are the New Grounded Aircraft
Aviation learned this the hard way. For most of the industry’s history, the number that best predicted whether an airline would survive was how much of the day each aircraft…
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3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash Cyber
Developers and customers building production AI agents need higher token efficiency, lower latency, and more reliable performance. Our Flash series of models is built to meet the sweet spot of…
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Reasoning built for the hard tasks
A mistake on a routine task can cost you a minute. A mistake on a large refactor or a debugging trail spanning months of commit history can cost far more,…
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Teaching LLMs to Update Beliefs for Efficient Long-Horizon Interaction – The Berkeley Artificial Intelligence Research Blog
Overview of ABBEL compared to traditional recursive summarization. Beliefs replace the full interaction history as the agent’s working context, and belief grading improves performance by supervising the contents of each…
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Industry Leaders Join Open Secure AI Alliance for AI Safety and Security
Open source software is a critical pillar of the global economy. It underpins cloud computing, financial services, manufacturing, telecommunications, government and internet services by making technology accessible and observable to…
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Black Forest Labs Releases FLUX 3: A Multimodal Flow Model for Image, Video, Audio and Robot Action Prediction
Black Forest Labs (BFL) has released FLUX 3, a multimodal foundation model that learns from images, videos and audio inside a single architecture. It is also the first FLUX model…
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Stateful vs. Stateless Agent Design: Tradeoffs for Scalable Agentic Systems
In this article, you will learn how an agent’s approach to managing state — stateless or stateful — shapes both its implementation and the deployment architecture built around it. Topics…
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Tabular LLMs: An Introduction to the Foundation Models That Predict Your Spreadsheet
model predicts the missing column of any table, zero-shot, the way a language model completes text. On the main community benchmark, every single-model entry above the best tuned gradient-boosted tree…
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Bringing Nunchaku 4-bit Diffusion Inference to Diffusers
Large diffusion transformers can create stunning images (or even videos, audio snippets, and now text), but loading a modern text-to-image model in BF16 precision often requires 20-30 GB of VRAM,…
