All published intelligence, sovereign stack research, ecosystem news, and AI foundation model reviews.
Natural Visibility Graph (NVG) based analysis characterizes network traffic through topological descriptors reflecting different structural properties. However, not all descriptors contribute equally to cyber-attack classification, and extracting a large metric set can increase…
Using a frontier model like Claude Opus as a meta-agent to generate terminal tasks and verifiers for RL training is increasingly common. Yet a runnable Docker image and executable test suite do not guarantee a faithful end-to-end pipeline for terminal agent training. We present…
The operation of dynamically polarized targets in nuclear physics experiments relies on continuous tuning of the microwave frequency to compensate for radiation damage and evolving material properties, a task that is traditionally performed through manual trial-and-error by…
Reinforcement learning for large language models typically maximizes expected return, adding up the probabilities of all successful trajectories. However, the classical sum formulation can only report how often the model policy succeeds, not which solution actually worked, and…
In the UK, public healthcare staff report turning to machine translation (MT) - predominantly Google Translate (GT) - to communicate with patients across language barriers. Though intended to support their duty of care, potentially uninformed reliance on MT in such contexts…
Balancing electricity demand and supply is increasingly difficult due to the inherent intermittency of renewable power generation and the stochastic power consumption. Grid operators require fine-grained, decision-relevant insights into household energy consumption to manage…
Interactive world models are increasingly capable of generating environments and acting within them, yet deliberately editing an existing executable world remains underexplored. We formulate world editing as intervening on an existing world while preserving properties that…
World models (WMs) simulate the transition dynamics of environments, enabling agents to plan over the consequences of their actions. In text-based environments, fine-tuning a Language Model (LM) to serve as a WM has emerged as a dominant paradigm. However, despite the widespread…
ReAct-based agents typically rely on a single LLM policy to propose actions, interact with the environment, and decide when a task is complete. This coupling makes action authorization and completion control difficult to enforce independently, allowing errors to propagate and…
As powerful AI systems reach and sometimes surpass the abilities of human experts across a range of cognitively demanding tasks, the problem of accurate oversight and supervision of these systems has become increasingly urgent. One promising approach is AI debate, which seeks to…
Long-horizon research agents must decide both how to investigate and what to investigate next as evidence accumulates. This is hard to learn because such decisions are sparse in long execution traces, and their consequences may emerge several investigations later. We introduce…
Agent harnesses make many small, typed decisions per task: which model to call, which tool to use, whether retrieved text is relevant, whether an input carries an injection. System-1 decision models answer such questions in a single forward pass with class probabilities,…
Campus AI tutors based on retrieval-augmented generation (RAG) must ground answers in assigned course materials while keeping textbooks and student dialogue on institutional infrastructure. We present CourseChat, an on-premises, multi-course RAG tutor for undergraduate business…
Yossi Matias, Vice President & Head of Google Research, explores how AI is beginning to reshape biology, infrastructure, manufacturing, and science, and why its greatest impact may come when it intersects with other fields. Step inside the newsroom with our MIT Technology Review…
Here's the reference image, but I let Deep Seek V4.1 flash use a website that basically replicates the functionality of Microsoft Paint. And here is what it created. It's actually not bad. It's very stylized, but like there's no detail. And so the technique that Astri used of…
Итоги уходящей недели - то, что имеет значение Бизнес ИИ- компаний Карта рынка ИИ в клиентском сервисе: куда уходит маржа Как ИИ-агенты могут расшатать экономику маркетплейсов Появилась соцсеть для людей и агентов Вышла платформа, которая выступает закупщиком для экономики…
⚡ 英国最大的AI超级计算机可能推迟到2030年代——因缺乏电力。英国初创公司Nscale正在伦敦郊外建设一个拥有约2.3万块Nvidia芯片的数据中心，预计将成为该国最大的AI超级计算机并支持云...
⚠️ “OpenAI 文化已崩溃” — 公司资深员工因对 AI 安全的担忧而离职。大卫·罗宾逊在 OpenAI 工作了三年半，负责为重大发布准备安全报告。现在他辞职，因为他认为……
好吧，如果AI这么说，那一定是真的。| Bloomberg via Getty Images 新泽西州副州长戴尔·考德威尔于9月25日被迫辞职，调查发现他对一名员工进行性骚扰并多次违反道德规范。现已卸任的副州长……
Dory 是面向数据库工程师的集成工作环境，支持 AI：编写 SQL、调试和维护。Dory 在一个桌面应用中整合了 SQL 编辑器、AI 助手以及数据库运维和维护工具。具有深度集成……
StarSkirmish让AI制作的《星际争霸》游戏机器人相互对战，也与人类制作的机器人对战。OpenAI的GPT-6 Astra和Claude Opus 5.5基本持平，成为表现最好的AI制作机器人，但它们无法超越Stardust——这款评分最高的人类制作机器人。周五,…
💬 AI智能体迁入普通消息 — 无需单独应用 取代下一个应用的是助手的新形式：您可以像联系普通联系人一样给他们发消息，随后智能体会自动执行任务 — 记录会议、添加事件到…
All right, so we have some sobering news today from the world of AI. A key figure at OpenAI quits, saying that the culture at OpenAI is broken. Specifically talking about the safety approach they're taking with building AI. Another employee that still works at OpenAI, who's a…
🧠 AI 可直接从大脑中「提取」图像 — 神经网络根据 MRI 数据重建所见画面。研究人员创建了一个模型，分析人脑活动并尝试重建受试者正在注视的图像。神经网络传递大致颜色，…
Security sensors in Yogyakarta, Indonesia. Credit: Krisna Azie, Unsplash Robotics and artificial intelligence are deeply intertwined technologies. Where the former serves as the “body,” the latter provides the “brain,” with organizations continuing to develop the technology from…
✔️ Runway показала генеративную оболочку ОС Исследовательское подразделение Runway анонсировало концепт Project Continuum, экспериментальную оболочку операционной системы. Отдельные области экрана в ней генерирует видеомодель в реальном времени, и они откликаются на клики,…
🎙️ Suno взялась за озвучку — сервис научился генерировать речь сразу с фоновой музыкой Новая модель Speech превращает текст в готовую аудиосцену: достаточно описать голос и нужную атмосферу, а нейросеть сама создаст озвучку и музыкальное сопровождение. Так можно озвучивать…
Очень рекомендую использовать Cache Control в Claude Code. 🦀 Наверное, это один из тех модов, которые сильнее всего помогают экономить токены и заметно дольше держать сессии живыми. Он добавляет отдельную полоску для 5-минутного кэша Claude и присылает уведомления, чтобы…