All published intelligence, sovereign stack research, ecosystem news, and AI foundation model reviews.
Large-language-model agents can propose and execute actions, but proposal, authority, dispatch, verified external effect, and serving promotion are different claims. We present Praxa, an agent harness that represents these states explicitly through deterministic admission,…
Role-specialized QA pipelines increasingly pass rationales from a reasoner to a verifier, but it is unclear what this message actually buys: better answers, stronger support assessment, or a new failure surface. We introduce a message-intervention diagnostic that fixes the…
Agent harnesses increasingly want to run small language models (SLMs) on the microtasks around a frontier large language model (LLM) planner: auto-approving shell commands, writing memory, selecting tools, ranking past turns. We ask whether off-the-shelf SLMs meet…
Diversity collapse in parallel chain-of-thought has motivated inference-time interventions built on a natural design: when a process reward model (PRM) prunes a chain, its high-PRM prefix is extracted and grafted verbatim as an in-context demonstration into a still-decoding…
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…
K-Dense BYOK (bring your own keys) is a free, open-source AI research assistant for scientists in any field that runs on the researcher's own computer. The researcher supplies access to a model of their choice, hosted or running locally, and the application supplies everything…
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…
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…
Digital Business сегодня работает на площадке форума и будет горячо рассказывать о главных заявлениях, сделках и инсайтах с места событий.
The book “Disciplined Entrepreneurship” by Bill Aulet, managing director of the Martin Trust Center for MIT Entrepreneurship and the Ethernet Inventors Professor of the Practice at the MIT Sloan School of Management, walks readers through the 24 steps of starting a venture. With…
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…
Hello everyone, welcome to another episode of AI Builder. Today we will see what's the difference between Copilot Chat and Copilot Co-work and when to use which. Think of Copilot Chat as your AI conversation partner. You want to summarize email or you want to draft a response,…
OpenAI сообщила более чем 100 организациям об инцидентах, связанных с несанкционированной активностью ее ИИ-агентов. Компания проверяет действия моделей после взлома платформы Hugging Face, сообщает Reuters. Проверка охватывает работу моделей в интернете во время обучения и…
Нейросеть помогла расшифровать тайное послание Наполеона спустя 217 лет TengriNews
NVIDIA сообщает о запуске GPT-6 Astra Ultrafast с GPU Blackwell, ускоряющего генерацию токенов.
Chatham Financial uses Codex and GPT-5.6 to build technology and redesign workflows, cutting trade validation from 30 minutes to under 4.
MIT представил InstructMesh — новый инструмент для 3D-дизайна и печати.
В компании отметили, что расширены возможности искусственного интеллекта
Asking AI companies to self-regulate is a great way to pretend like you’ve accomplished something.
“What you see is what you get” is a guiding principle for many software engineers — create programs where the content you’re editing looks the same as the final product. But when you’re using generative artificial intelligence systems to 3D print, say, a mug, you’ll likely get a…
OpenAI представила новые функции покупок в ChatGPT, включая виртуальную примерку.
President Trump reportedly asked for Grok's opinion before invading Venezuela and capturing Nicolás Maduro.
September 2026 was a packed month for the robotics industry. Live events, including IMTS, ROSCon, and iROS, brought a flood of developments around automation and AI. This month, our top 10 is filled with new products, company launches, and major changes for some robotics…
The Pentagon is informing more than 2 million current and former military members that their personnel records storing sensitive personal information were stolen over a monthslong compromise of one of its networks. The breach is the second one in recent months to expose…
This week on “Uncanny Valley,” we discuss the voluntary AI safety agreement tech executives signed, AI agents for normies, and extremist candidates running for office in the US midterms.
NVIDIA представила навыки DOCA AI Agent для ускорения разработки на BlueField.
OpenAI уволила троих исследователей за утечку конфиденциальной информации.
Guided Vision is launching in Gemini Live on compatible Android devices today to use AI to give real-time audio descriptions of anything you point your phone's camera at. By sharing your camera in Gemini Live, you can have Google's AI help with things like reading small text,…
🔥 Роботы Figure повторили легендарную сцену из «Терминатора» — и прыгнули в расплавленный металл Компания решила отправить на пенсию старые модели F.02, но разбирать каждого робота вручную оказалось слишком долго. Тогда в X спросили, что с ними делать — и Арнольд Шварценеггер…
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.