All published intelligence, sovereign stack research, ecosystem news, and AI foundation model reviews.
Autonomous coding agents solve repository issues by reading code, running commands, editing files, and submitting patches. Extra inference-time compute yields gains only when it produces a useful repair and supplies reliable evidence for choosing one. Three behaviors decide…
Large language models (LLMs) are increasingly used as synthetic personas representing survey respondents. Their validity as substitutes for particular respondents depends on whether they reproduce individuals' decisions. We examine what information helps synthetic respondents…
Executable Agent Skills combine natural-language instructions and scripts into reusable packages for LLM agents, and revising them requires fixing errors without breaking correct behavior. Existing benchmarks do not systematically distinguish documentation repair, script repair,…
Reinforcement learning with verifiable rewards improves reasoning, while the allocation of learning signal shapes which solutions remain accessible under repeated sampling. Group-relative objectives assign equal advantages to equally rewarded responses, making aggregate credit…
Language-model systems can separate contextual computation, persistent storage, and exact execution instead of updating all capabilities through one shared parameter system. We investigate FEM-ASM, a finite-element-method-inspired organization in which independently constructed…
Graph based cyber attack detection studies employ various graph construction and representation strategies across different cybersecurity application domains. This diversity motivates a quantitative examination of how representation strategies are distributed across these…
AI agents are becoming increasingly capable of generating scientific code, but generating code is not the same as improving the algorithms behind it. For numerical solvers, execution feedback can expose poor performance, but rarely reveals its underlying cause and how to address…
Developing socially intelligent AI remains heavily dependent on human-annotated data, limiting the scale and breadth of social understanding models can acquire. Methods that derive training signals from unlabeled data offer a path beyond this dependence, but social predictions…
Autonomous agents built on Large Language Models (LLMs) need standardized protocols to interoperate across systems. Several now exist (A2A, MCP, ACP, ANP, NLIP), but the Natural Language Interaction Protocol (NLIP) has not appeared in any controlled performance study, and no…
Generative artificial intelligence has become increasingly incorporated into digital media and more generally into production workflows with which the public frequently interacts. Current provenance standards and disclosure methods frequently rely on binary categorizations,…
Memory poisoning attacks on LLM agents typically assume an external adversary who plants content in the agent's persistent memory to steer its behavior. We instead study, with no adversary involved, whether a misaligned agent can write a goal it cannot yet act on to persistent…
Financial LLM agents are often evaluated by comparing their end-to-end returns with those of a baseline and testing the paired difference against zero. This measures whether deploying the agent changes realized performance, but it does not isolate event-selection skill. An agent…
Synthesizing realistic graphs at scale is vital when the graphs of interest are large and real-world samples are limited or access-sensitive. Diffusion-based generators have recently driven much of the progress, offering high modeling capacity, but most such methods have…
Before autonomous driving systems can be deployed on public roads, it is vital that these systems comply with safety standards, traffic rules, and social norms. Although neural networks trained on large amounts of driving data perform well in routine driving tasks, these models…
The prevailing approach to computer-use agents couples a model with a domain-specific harness: a browser or desktop environment equipped with human engineered tools that are fixed before task execution. As models' coding capabilities improve, the GUI native and static harness…
We introduce InvestigationWorlds, an agentic environment for legal investigation. We build on an underused artifact of U.S. civil litigation: the summary judgment motion. This motion relies upon a record composed of real evidence exhibits, and results in a court-adopted…
Multi-agent systems built on large language models (LLMs) are increasingly applied to scientific discovery and hypothesis generation. Both the effect of refinement and the diversity of the delivered set are hard to interpret before experimental ground truth exists, and both are…
Sparse Autoencoders (SAEs) decompose model activations into sparse combinations of interpretable dictionary atoms. Although SAEs are grounded in the Linear Representation Hypothesis (LRH), their objective smuggles in an additional prior: concepts across patches are treated as…
Вице-министр транспорта встретился с председателем Департамента здравоохранения Абу-Даби, генеральным директором G42 International.
Привет. И сегодня у меня наконец-таки спустя, наверное, почти месяц, если не больше, модель полтора 35 би. Когда я снял видос про девятимиллиардную версию этой модели, я тогда офигевал от того, что она может, учитывая её размер, учитывая, где её можно запустить и что я с ней мог…
This furniture shop is popular. So popular that it's tough to keep track of all of the inbound requests. ChatGPT can fix that. Victor Nunez Rodriguez visited Philadelphia Table Company in Philly to help him build a tool to stay on top of it all. Do you have something you wish…
GLM 5.3 от Z.ai теперь доступен на Amazon Bedrock с новыми возможностями.
Bright Factory 是一个连接设计、自动化和数据的智能制造平台。| 来源：Bright Machines Teradyne Inc. 今日宣布对 Bright Machines Inc. 进行战略投资，后者是 AI 和数据中心基础设施的构建者。两家公司还……
OpenAI 将在未来几周内开始在欧盟的 ChatGPT 和 Codex 文本回复中添加不可见水印。该标记将有助于判断文本是否使用了该公司的工具生成，OpenAI 在声明中表示。第一阶段将涉及……
Google 可能会将其「Call for Me」AI 功能扩展到商务通话之外，以便您用它向朋友和家人发送消息。Android Authority 报道称，在 APK 拆解中发现了「Gemini Calling」介绍屏幕，示例包括「给妈妈打电话告诉她我……
The adoption of AI agents in millions of organizations is creating new opportunities for attackers to make them take malicious actions, such as exfiltrating database contents and sensitive business and personal information. In the past five months, Google and four other…
OneCanvas Этот инструмент может разобраться в трёхмерном пространстве по одному изображению. Он называется OneCanvas. Работа о нём вошла в категорию Spotlight на NeurIPS 2026, а код и модель доступны публично. OneCanvas объединяет кадры видео комнаты в одну панораму, чтобы…
🤖 Ещё один гуманоид вышел на работу — теперь роботы добрались до отелей В китайском Langham Hotel в Гуанчжоу появился колёсный гуманоид S2 (Xiaozhi) от AutoLife. Его привлекли накануне осенней Кантонской ярмарки, когда нагрузка на персонал особенно высокая. Робот умеет…