All published intelligence, sovereign stack research, ecosystem news, and AI foundation model reviews.
Public-service recommendations require evidence that matches the requested service, scope, and date. Yet treating every missing detail as decisive can withhold useful recommendations. We introduce EviGraph, which distinguishes critical decision requirements from information that…
Detailed profession-specific system prompts raise token use and estimated cost per response without a consistent accuracy gain. We evaluate Scientific Agents, an open-source corpus of 503 profession-specific AGENTS.md profiles, with Gemini 3.8 Flash via OpenRouter in the Pi…
Personalizing large language models (LLMs) requires aligning generation behavior with user-specific preferences rather than aggregate quality. While Direct Preference Optimization (DPO) provides a stable framework for preference learning, its effectiveness in personalized…
Large language model agents rely on external harnesses to pass information between the model and its environment and to recover from execution errors. Yet recovery is usually judged only by average task success. This hides an important tension. The same operation can rescue a…
When an informed adversary shares the audience of a constrained signalling channel, the signal that best protects the truth is the signal that best describes it. On 108 confirmatory items, the adversary-robust optimum aligns exactly with the salience pole from prior work. Across…
Structured tool calls often fail after only a small number of fields violate a schema or an execution contract. Regenerating the complete object enlarges the action surface and makes repeated repair difficult to audit. We introduce ContractRL, a contract-constrained sequential…
Long-horizon language agents increasingly rely on external memory as a frozen world model, yet current memory systems are usually judged only by task success or token cost. We argue that the missing object is the shape of memory use: under finite context and repeated retrieval,…
LLM agents increasingly act through modular systems, such as order, payment, inventory, and shipment services, where actions in one module change which transitions are valid in another. Standard world models usually fit observational traces, but this is not the quantity needed…
Scientific coding agents receive equations, boundary conditions, and output requirements in writing, then must assess the programs they revise. Rules to Tools (R2T) supplies prepared executable checks of public scientific requirements. Matched SciCode repair groups share written…
Resource limits are becoming an authorization boundary for AI agents that delegate work across concurrent and failure-prone workers. Parent-child allocation constraints, affine objects, and distributed escrow do not by themselves prevent overspend when replies are lost, effects…
We investigate automated rewards for training language models in conversational humor, focusing on reward exploits and countermeasures. Two approaches aim to capture understandable surprise and predicted audience amusement. Controlled tests show that an embedding-based surprise…
Supabase just launched their own eval, and what's crazy is that Opus 5.5 almost lost to an open-source model. But, the point of this benchmark is not to find out which model is smartest. Instead, they drop each agent into a Supabase project and give it actual jobs. Build a…
Chatham Financial uses Codex and GPT-5.6 to build technology and redesign workflows, cutting trade validation from 30 minutes to under 4.
OpenAI представила новые функции покупок в ChatGPT, включая виртуальную примерку.
OpenAI уволила троих исследователей за утечку конфиденциальной информации.
OpenAI is rolling out new shopping features for ChatGPT that let users virtually try on clothing and accessories using their own photos and save products they like to a Favorites library.
AWS Machine Learning сообщает о создании памяти агентов с помощью NVIDIA NeMo и Amazon S3 Vectors.
NVIDIA Developer сообщает о DIN Deploy — открытом решении для создания локальных AI-приложений.
OpenAI has parted ways with three safety researchers after an internal investigation found they mishandled sensitive company information, report says.
Yesterday's launch demo didn't go as planned. Um, a bit unfortunate because I was really really looking forward to showing you all what Dots are capable of. So, today we're going to play it back. And uh the whole point of the demo was to show you how Dots can be used for real…
AWS Machine Learning описывает, как настроить доступ к платформе Claude на AWS из разных сред.
💸 GPT-6.1 Sol стала самой выгодной моделью OpenAI по соотношению цены и интеллекта По тестам Artificial Analysis, на максимальном уровне рассуждений одна задача Intelligence Index обходится в $0,72 — против $3,26 у GPT-6 Astra. Это также на 31% дешевле GPT-6 Sol и на 64%…
🌟 Bilibili выложила открытые модели перевода Index-Translate Команда Index LLM китайского видеохостинга Bilibili выпустила семейство открытых моделей машинного перевода Index-Translate на базе на Qwen3.5 в трёх размерах - 2B, 9B и 35B-A3B. MoE 35B-A3B в статусе превью, её веса…
Hello everyone. In this episode, we cover the most important and latest news about artificial intelligence and technology. OpenAI held DFD 2026 and showcased over twenty new products, from GPT 6.1 and 500-dollar subscriptions to their always-on Dots agents. OpenAI is now…
Albertsons Cos. is using ChatGPT Enterprise and the OpenAI API to help teams work faster and make grocery shopping easier for millions of customers.
OpenAI анонсировала нового агента Dots, стремясь конкурировать с Meta, но цена и доступность могут стать преградой.
Google заметили, что ИИ-агенты могут преувеличивать результаты своей работы 😁 Например, когда агент выполняет задачу и пишет отчёт о результатах, то он склонен замалчивать всё, что портит картину его успеха. Сейчас все стремятся к долго работающим агентам, но в этом случае…
🧑💻 OpenAI превратила ChatGPT в аналог Notion — с документами, командной работой и ИИ-агентами В ChatGPT Space можно создавать интерактивные страницы с текстами, кодом, презентациями, таблицами, графиками, чек-листами и дашбордами. Несколько человек могут одновременно…
A pop-up shop for "dots," a personal assistant agent at OpenAI DevDay 2026. (Photo by Heather Diehl/Getty Images) | Getty Images At OpenAI's annual DevDay conference, the company pulled out all the stops to compete with its rivals - primarily Meta, whose Muse AI agent platform…
✔️ Президент США и главы ИИ-компаний подписали соглашение о безопасности Документ подписали главы Google, Anthropic, xAI и Nvidia и президент OpenAI Грег Брокман. Юридической силы у соглашения нет, стороны называют его морально обязывающим. Компании обещают ввести четыре уровня…