We deploy a simple into our everyday lives as search engines (Jin et al., 2025; statistical framework based on risk control (Angelopoulos Xiong et al., 2024), coding assistants (Zhao et al., 2023), et al., 2022) that converts any safety signal into a binary and companions (Zhang et al., 2025a). As their applicability grows, so does the potential harm caused by malicious decision rule, and offers statistical guarantees on the false LLM outputs. Despite remarkable performance across a alarm or missed detection rate. The framework is universally applicable to different monitoring purposes and can leverage wide range of tasks, LLMs remain prone to generating halarbitrary proxy signals. Through experiments on mathematlucinated, factually incorrect (Ravichander et al., 2025), or ical problem solving and red teaming conversations, we harmful output (Yu et al., 2025) when deployed.

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Russia launched one of its heaviest attacks on Kyiv with hundreds of drones and dozens of missiles, killing at least 18 people. Ukraine President Zelenskyy called air defense an absolute priority.

From the 1st-5th June, the robots descended on Vienna. The 2026 IEEE International Conference on Robotics & Automation (ICRA) brought together the top minds in robotics for one short week to showcase the latest technologies, form new collaborations, and exchange ideas. Held at the Messe Wien, a stone's throw from the bank of the Danube, ICRA proved to be equal parts technological marvel and thought-provoking discussion. The host venue for ICRA 2026: Messe Wien, also known as VIECON. My week at ICRA began with the 2nd ICRA 2026 Workshop on Robot Ethics: Ethical, Legal and User Perspectives in Robotics & Automation (WOROBET) .

This short video from RoboCup gives a flavour of the day's happenings, which also featured the opening ceremony.

The Download: a startup has a solution for AI's groupthink problem Plus: Scientists say they have built a cell from scratch for the first time. LLMs are stuck in a groupthink groove. This startup is trying to get them out. Open up your chatbot of choice--Claude, ChatGPT, Gemini--and type "Give me a random number between 1 and 10." You're going to get 7. Almost always. That won't work every time--but if it did for you, you may wonder if I have superpowers. The truth is that most large language models are stuck in a rut.

Finance Minister Satsuki Katayama speaks during an interview on Monday. The Group of Seven nations will discuss standards on artificial intelligence security and defense, Finance Minister Satsuki Katayama has said. Speaking in a recent interview, Katayama said that financial institutions "need to decide the order of priority for fixing their systems," in order to prepare for the possibility of advanced AI models detecting a large number of vulnerabilities in their systems. She added that the G7 nations, which include Japan, will discuss related criteria and work together to tackle cyberattacks. State-of-the-art AI models, such as Claude Mythos, developed by U.S. startup Anthropic, are believed to be highly proficient in identifying system vulnerabilities. Katayama has been negotiating with the United States to ensure that major financial institutions in Japan have access to these technologies.

Pentagon officials are weighing whether to disperse U.S. military bases in the Gulf after Iranian missile and drone attacks exposed vulnerabilities at major Middle East installations.

A sign showing bear deterrent measures is displayed next to a wolf-shaped robotic device outside a convenience store in a rural area of Kiryu, Gunma Prefecture. Five people were hospitalized after a man accidentally set off an anti-bear spray in a post office in Nagoya's city center, reports and officials said, as Japan grapples with a sharp rise in maulings. A foreign national, who was not named, apologized and told police that he discharged the repellant unintentionally, the reports said. "Eight people felt sick, and of those five were sent to hospital. But there was no report of serious injuries or illness," fire department official Ryohei Asano said after the mishap on Wednesday. At least five people have been killed by bears in Japan since April 1 after a record 13 deaths last fiscal year.

With origins in the English countryside, The Cotswold Company is known for upscale furniture that evokes its bucolic backstory. It's a step-change for a business that's tracked the shift from mail-order catalogs and showrooms to websites. In its simplest form, AI means searching for items via chatbots, but agentic AI could one day see Cotswold's customers represented by bots picking and buying products like a personal shopper. "There is always first-mover advantage with these things," said Chief Executive Officer Ralph Tucker, who joined in 2020 and is AI-readying a business that did 80% of its £123 million ($163 million) in sales online in its latest fiscal year. "If our customers are there, we need to be there and we need to be brilliant at it." In a time of both misinformation and too much information, quality journalism is more crucial than ever.