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All published intelligence, sovereign stack research, ecosystem news, and AI foundation model reviews.

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Stories
Research1 мин

Efficient Benchmarking in Production: A Study of an Evolving LLM Agent

Production LLM agents are evaluated repeatedly as they evolve, but full agent benchmarks are costly to rerun. We study efficient recurring evaluation for a production analytics agent serving tens of thousands of monthly active users and report first-hand deployment experience.…

arXiv — cs.AI
Research1 мин

LEGIT: Credentialing Protocol for Trustworthy AI Agent Marketplaces

Agentic marketplaces are emerging where AI agents with varying capabilities autonomously complete specialized tasks for buyers. A major challenge of such marketplaces is that buyers cannot easily determine which agent will perform best on their tasks. Reported benchmark scores…

arXiv — cs.AI
Research1 мин

Offline Multimodal Large Language Models for Decision Support in Air Operations

Air operations rely on complex rules, established procedures, and time-critical analysis under limited connectivity and strict security constraints. In such environments, analysts must combine written doctrine with images, often without access to external computing resources.…

arXiv — cs.AI
Research1 мин

Risk-Aware Occupancy for Safety-Oriented End-to-End Autonomous Driving

Sparse representation formulates the environment perception for the end-to-end driving system as a set of discrete elements like objects and lane lines. This formulation meets safety risks in crowded, occluded scenes dealing with unstructured obstacles, uncertain regions, and…

arXiv — cs.AI
Knowledge base1 мин

Did Elon catch up? (Grok 4.7 is here)

Grock 4.7 is here, but let me start with something different today. We're going to look at Elon's tweet. This was from about a week ago in which he was predicting how good the different Grock versions would be. And he says right here, "Grock 4.7 should be roughly on par with…

YouTube — Matthew Berman
Startups1 мин

Muse, Meta's extraordinarily privileged AI assistant, has a serious 0-day

Meta founder and CEO Mark Zuckerberg has gone to great lengths to hype the security of its new AI assistant, Muse, claiming it is “built from the ground up for privacy and security.” A zero-day vulnerability that gives locally run apps and terminal commands complete control of…

Ars Technica — AI
Infrastructure1 мин

California tightens rules on AI data center energy and water use

California Gov. Gavin Newsom has signed seven bills designed to prevent AI data centers from passing utility costs onto residents, as reported earlier by the Los Angeles Times. The package of laws requires the California Public Utilities Commission to introduce a new rate…

The Verge — AI
Knowledge base1 мин

Figma Gave GPT-6 Astra a Moonshot. Here's what happened.

John gave GPT-6 Astra a moonshot: design the flight-control experience for a new personal aircraft. The gap between generating an interface and designing a system is massive, and AI models have always fallen short. Until now. Astra reasoned through the audience, jobs to be done,…

YouTube — OpenAI Official
Knowledge base1 мин

One Prompt. A Feature Built and Tested. | Ramp × GPT-6 Astra

Veeral gave GPT-6 Astra a one-line feature request: add routing controls for individual API keys. Astra found the right settings, made the changes, and used computer use to check its own work. It verified the mobile experience without being asked. About 12 minutes of…

YouTube — OpenAI Official
General1 мин

Meta’s Muse is outpacing ChatGPT’s early mobile launch

Meta’s new AI agent Muse has racked up more downloads and daily active users in the U.S. and Canada than ChatGPT did over the same period after its mobile debut, according to new estimates from Appfigures.

TechCrunch — AI
Knowledge base1 мин

A Staff Engineer Collaborator” | Notion’s First Look at GPT-6 Astra

Don’t sleep on Astra. Quinn Johnson started working with GPT-6 Astra differently in Codex: he shared the goal, added context, and let it tackle the problem his team had been working on. On a cache-reuse audit, Astra connected patterns the Notion team had overlooked, then…

YouTube — OpenAI Official
Research1 мин

A Jaw Drop. Literally.” How Cooley Is Reimagining IPOs with OpenAI

“How do we save time and effort and energy for our clients?” For David Wang, Cooley’s Chief Innovation Officer, that question is central to IPO preparation, when information requests, drafting sessions, and reviews place heavy demands on senior executives. With GO Public, built…

YouTube — OpenAI Official
Knowledge base1 мин

Ultimate Gemini Tutorial: How to Use Gemini AI For Beginners in 2026

Этим летом Gemini сильно обновился. Изменились модели, выпадающее меню и вместе с ними тарифы. Я разберу то, что вы реально будете использовать сегодня . Начнем с первого входа и закончим выбором подходящей модели для вашей задачи. В конце вы освоитесь и будете использовать его…

YouTube — AI Master
Knowledge base1 мин

Пиши ПУТЬ в комментариях — скину ссылку на сервис.

Макеты из-под нейросетей выглядят как дешевый ИИ-слоп только по одной причине: экраны генерируют раньше, чем заложена общая дизайн-система. Правильный процесс всегда начинается с базы — шрифтов, цветов и компонентов. В Replit Design можно импортировать готовые стили из Figma или…

YouTube — Pixel Perfect
General1 мин

IAC completes autonomous racing event at Laguna Seca

The corkscrew turn at Laguna Seca Raceway was the site of multiple overtakes at this year’s autonomous race. | Credit: IAC The latest Indy Autonomous Challenge, or IAC, university race took place on Sept. 3, prior to the annual Grand Prix of Monterey weekend. This year’s event…

The Robot Report