All published intelligence, sovereign stack research, ecosystem news, and AI foundation model reviews.
In Recirculating Aquaculture Systems (RAS), precision feeding is critical for minimizing costs and improving fish welfare. However, existing methods lack cognitive alignment between fish behaviors and management knowledge, impeding translation into executable, interpretable…
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…
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…
Streaming GPU solvers for entropic optimal transport (EOT), such as FlashSinkhorn, avoid storing the dense kernel but still evaluate all $n\times m$ point pairs in every Sinkhorn iteration. We present \textbf{FlashSinkhorn~2} (FS2), a solver for squared-Euclidean cost on…
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…
Text-to-image generation enables users to explore several images generated from the same prompt. For these generated images to be useful, each one must reflect the user's preferences, measured by a learned reward, and differ visually from the others to maintain diversity.…
Flow matching models excel at generative modeling, and many downstream applications require their samples to satisfy prescribed constraints, such as observed measurements and physical laws. However, existing constrained samplers often face a trade-off: \textit{enforcing…
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…
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…
Developing cognitive models of algorithmic reasoning from behavioral data is a central problem in cognitive science that challenges current methods. Traditional approaches to cognitive modeling are interpretable and benefit from human expertise, but lack flexibility and…
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,…
Large language models (LLMs) rely on long-horizon tool invocation sequences for complex tasks, where each invocation can alter the task state and condition subsequent decisions. In long-horizon tool use, final-outcome rewards provide weak credit assignment over long interaction…
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…
Обсудили, почему в ИТ-сфере китайские производители на голову выше европейских брендов и как обновление софта может улучшить машину даже через год после покупки.
⚠️ “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……
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,…
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…
DevDay has passed: OpenAI, new Codex, updated Workspace, and of course, 24/7 bots and an agent with its own computer . Inside the OpenAI ecosystem, Anthropic releases the little brother, Claude 3.5. 30%faster, cheaper, and almost as smart. An unexpected frontier model release…
Бывший сотрудник OpenAI Дэвид Робинсон, проработавший в компании 3,5 года, заявил, что разработчики искусственного интеллекта двигаются слишком быстро и не уделяют безопасности столько внимания, сколько необходимо. Он участвовал в создании системы оценки рисков OpenAI и…
💸 OpenAI возвращает ChatGPT Pro за $200 в месяц — но лимиты будут в два раза меньше Подписка снова обойдётся в $200 (около ₽16 900) в месяц, однако пользоваться моделями можно будет заметно меньше: OpenAI решила сократить прежние лимиты вдвое. В компании объясняют это ростом…
Будут ли в Алматы сильные землетрясения в ближайшие три года? ИИ проанализировал историю толчков и объяснил, что известно о рисках.
✔️ Anthropic открыла моды для Claude Code Моды – небольшие функции на TypeScript, меняющие работу ассистента в CLI и десктопном приложении. Там, где хуки лишь получали управление по событию, мод перехватывает его и переписывает: подменяет промпт до отправки модели, блокирует или…
☢️ Нейронкам устроили проверку на человечность — и ответы сильно разошлись Исследователи протестировали 10 ИИ-моделей на моральной дилемме: допустимо ли применить насилие к одному человеку, если это необходимо, чтобы предотвратить ядерный апокалипсис. Единственной моделью,…
By his own admission, David Robinson is “something of a cliché”: an employee at a leading AI company who issues a dire warning while resigning from their job.
Обзор новых AI-агентов, которые могут общаться через текстовые сообщения.
David Robinson used to write the safety reports that accompanied every major model release at OpenAI. This week, he resigned from his position and is now speaking out in an editorial in The Atlantic. It's understandable if you're feeling a bit cynical about everyone suddenly…
Lightbringer’s co-founders and board members, from left: CTO Markus Andreasson, CEO Dominic Davies, and CCO Ola Wassvik. Source: Lightbringer Developments in AI, machine learning, and automation have given robots capabilities that would have seemed extraordinary a decade ago. As…
🚨 OpenAI уволила трёх исследователей безопасности — их обвинили в передаче конфиденциальной информации сторонней организации Как пишут WSJ и Bloomberg, компании покинули Джасмин Ван, Томек Корбак и Микита Балесня. В OpenAI заявили, что сотрудники ненадлежащим образом обращались…
Сегодняшний день ознаменовался несколькими важными шагами в развитии искусственного интеллекта, от упора на открытое программное обеспечение до усиленной безопасности. Meta, OpenAI и Uber переосмыслив