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Все опубликованные аналитические материалы, исследования суверенного стека, новости экосистемы и обзоры моделей ИИ.

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Исследования1 мин

ARIA: Runtime Inspection and Amendment for Multi-Agent Systems

arXiv:2610.20780v1 Announce Type: new Abstract: In LLM-based multi-agent systems (MAS), a local mistake can propagate as other agents build on it, turning a correctable error into a failed task. Diagnosing completed runs or repeatedly re-executing them to search for corrections…

arXiv — cs.AI
Исследования1 мин

When Reality Outpaces Cognition: A New Scaling Principle for Reliable Intelligence

arXiv:2610.20764v1 Announce Type: new Abstract: This paper challenges the understanding capabilities of existing AI paradigms and emerging world models by asking a fundamental question: How quickly can reality change before an intelligent system can no longer reliably perceive,…

arXiv — cs.AI
Исследования1 мин

Open-world AI: a Tale of Three Requirements

arXiv:2610.20782v1 Announce Type: new Abstract: The closed world asks AI for specialized competence and lets it manufacture the iid data its theory assumes: a fixed criterion licenses collecting examples until the task is covered. The open world asks for versatility --- taking…

arXiv — cs.AI
Исследования1 мин

Confidence-Calibrated Inference Expansion for Evaluator-Guided Test-Time Reasoning

arXiv:2610.20836v1 Announce Type: new Abstract: Evaluator-guided reasoning presents a local control problem at every step: trust the current answer, return a fallback, or spend more inference. We formulate this choice as a compute-aware three-action controller, scoring terminal…

arXiv — cs.AI
Исследования1 мин

Defining and Generating Compositional Structure

arXiv:2610.20922v1 Announce Type: new Abstract: Compositional structure is pervasive in nature and across scales: atoms combine into molecules, molecules into cells, and cells into organisms, while further compositional hierarchies appear within each level. More broadly,…

arXiv — cs.AI
Исследования1 мин

SkillNEO: Non-Elitist Evolutionary Optimization of Agent Skills

arXiv:2610.20926v1 Announce Type: new Abstract: Agent skills turn procedural knowledge into reusable artifacts, allowing LLM agents to accumulate and refine expertise through experience. Building on this, skill evolution iteratively improves skills using execution feedback.…

arXiv — cs.AI
Исследования1 мин

RAC: A Relational Agent Contract for Constraint-Governed Engineering Tasks

arXiv:2610.20935v1 Announce Type: new Abstract: Engineering agents must produce artifacts that satisfy exact, coupled constraints. Existing solutions often require agents to make semantic decisions and also derive consequences such as precise geometry or timing from those…

arXiv — cs.AI
Исследования1 мин

StepSafe: Learning Timely Intervention with Context-Aware Safety Reasoning

arXiv:2610.20960v1 Announce Type: new Abstract: Safety in agentic systems is inherently sequential: whether an action is safe depends on prior actions, tool outputs, information disclosures, and interactions among agents. Recent work has shifted agent safety guardrails from…

arXiv — cs.AI
Исследования1 мин

Evaluating Model Capabilities After Benchmark Saturation

arXiv:2610.20667v1 Announce Type: new Abstract: Rapid advances in AI capabilities are causing benchmarks to saturate. Once several models approach perfect scores, a benchmark loses its power to differentiate between them, and with it its utility for informing AI safety cases and…

arXiv — cs.AI
Исследования1 мин

Temporal Specification Guidance for Text-to-Video Generation

arXiv:2610.20822v1 Announce Type: new Abstract: Text-to-video models often generate the visual concepts requested in natural language prompts but fail to satisfy their intended ordering, timing, and persistence requirements. We propose representing these requirements as…

arXiv — cs.AI
Исследования1 мин

LEV: Thinking Fast and Deep with Looped Decision Models

arXiv:2610.20951v1 Announce Type: new Abstract: Decision models answer typed questions about an input with one probability per option, computed in a single forward pass without generating text. Like the fast System 1 of dual-process theory, they answer at once, but their depth…

arXiv — cs.AI
Исследования1 мин

ChatGPT can peek at your Chrome tabs now

OpenAI's ChatGPT Atlas browser is gone, but now ChatGPT's Google Chrome extension is getting some upgrades that allow it to use the browser tabs you already have open. With the extension installed, OpenAI says ChatGPT can now view your browser tabs when you tag Chrome in…

The Verge — AI
Общее1 мин

Sega pulls Total War: Shogun 2 remaster from sale following disastrous launch

Sega is removing Total War: Shogun 2 - Complete Edition from storefronts following a disastrous launch where users complained about issues like bugs and upscaling that appears to have been done by AI. Complete Edition, a remaster of the 2011 strategy game, launched on Tuesday,…

The Verge — AI
Инфраструктура1 мин

Вечеринка NVIDIA с Дженсеном Хуангом на Тайване | Лекс Фридман

Полное видео Лекса Фридмана: https://www.youtube.com/watch?v=FGCP2F_7rQk Спасибо за просмотр ❤ Посмотрите наших спонсоров: https://lexfridman.com/sponsors/cv10073-sb Смотрите ниже ссылки на гостей, а также чтобы оставить отзыв, задать вопросы, связаться с Лексом и т.д. *СВЯЗАТЬСЯ С ЛЕКСОМ:* *ОТЗЫВ* - дайте…

YouTube — Lex Fridman Podcast
Стартапы1 мин

OpenAI ведёт переговоры о покупке ИБ-компании Trail of Bits

✔️ OpenAI ведёт переговоры о покупке ИБ-компании Trail of Bits Обе компании уже работали вместе над проектом Patch the Planet, где модели OpenAI в связке с инструментами Trail of Bits автоматически искали и исправляли ошибки в открытом коде. Нью-йоркская Trail of Bits основана в…

Telegram — AI Machine Learning Big Data
Общее1 мин

Где заканчивается удобство и начинается потеря контроля?

Где заканчивается удобство и начинается потеря контроля? Мы все охотнее отдаем решения алгоритмам и ИИ-агентам — от выбора фильма до жизненных решений. В свежем выпуске «ПродАктовой корзины» от MAGNIT OMNI эксперты вместе с комиком обсуждают то, как будет устроено потребление…

Telegram — AI Machine Learning Big Data
Исследования1 мин

Gemini 4 Argon научила гуманоида играть в Корнхол, просто посмотрев видео

🤖 Gemini 4 Argon научила гуманоида играть в Корнхол, просто посмотрев видео Модель проанализировала движение, восстановила физику броска, сама написала симуляцию и обучила гуманоида Apollo от Apptronik. В результате робот смог попасть в цель 7 раз подряд. Argon также набрала…

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