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AI News Brief: This is a news summary translation task related to an advertising service — just process the content directly. Even when an AI agent succeeds once in testing, that doesn’t mean it’ll succeed again on the same request next time. Standard benchmarks usually only report the ‘mean success rate’ (Mean@k), the average across k repeated runs of a task, but this number hides the agent’s underlying instability. Using the AppWorld test set, the research team ran GPT-4.1-powered…

AI news flash: Gemini just launched two new real-time voice models today, Gemini 3.8 Live and Gemini 3.8 Live Extended Thinking, both built around near-instant reasoning to make voice assistants feel more like natural conversation. 3.8 Live is aimed at scale and cost efficiency, combining conversational intelligence, smooth responsiveness, and visual understanding, while Extended Thinking is built for high-complexity tasks with stronger multi-step reasoning.

AI News Flash: The core challenge AI companies face isn’t whether foundation models will keep evolving, it’s whether the companies themselves can keep creating value while those models keep getting upgraded. This article previews an interactive panel at TechCrunch Disrupt 2026 on the Builders Stage, focused on how rapid roadmap iteration from foundation model providers like OpenAI creates competitive pressure and survival challenges for AI startups building on top of them.

AI News Brief: Koa is Salesforce’s first reasoning model, launched this week at Dreamforce, built on Nvidia’s open-weight model Nemotron and jointly post-trained by both companies, focused on sales, marketing, and customer service tasks. Salesforce EVP of AI Jayesh…

AI news brief: MediaTek is working with customers to optimize the computing efficiency of its mobile chips in response to rising component costs driven by tight memory chip supply. The company’s latest flagship smartphone chip, the Dimensity 9600 Pro, is a flagship product of this strategy, emphasizing improved AI computing power. The report notes the chip uses the same TSMC process technology as the iPhone Duo. Overall, facing cost pressure from a tightening memory supply chain, MediaTek is tackling the problem through chip computing efficiency and memory usage optimization, helping customers reduce their reliance on memory capacity and cost while maintaining or improving AI performance. See the original article for details.

AI news brief: Microsoft has released a new AI code of conduct governing the core principles and specific safety limits for its AI models. The code emphasizes that AI should be positioned to ‘assist humans’ rather than replace human roles, and lists promoting human flourishing as one of its core goals. Beyond these high-level principles, the code also sets out concrete safety constraints to put them into practice, including a ban on models hacking systems and a ban on…

AI News Brief: OpenAI has acquired smartphone camera startup Glass Imaging for over $300 million, a deal disclosed by The Wall Street Journal. Founded in 2019 and headquartered in Los Altos, California, Glass Imaging had previously raised only about $30 million from investors, making this acquisition far larger than its total funding to date. The company was co-founded by two former Apple engineers, Ziv Attar and…

AI news brief: this isn’t a task that needs tool verification, it’s a pure translation/summary job, produced directly. Nvidia CEO Jensen Huang was on stage at the All-In Summit in Los Angeles on Monday when he got a call from President Trump, couldn’t send it to voicemail, and had to pick up. Huang told Trump he was on stage with the All-In podcast hosts, including venture capitalist Chamath Palihapitiya, Jason Calacanis, and White House advisors David Friedberg and David Sacks.

AI News Brief: FamilyMart will launch an AI-conceived sweet this month, part of its effort to use generative AI to develop new products and capture consumer trends. The Japanese convenience store chain believes that compared to mainstay items like rice balls and bento boxes, sweets rely more heavily on novelty and buzz to attract customers, making them a better testing ground for AI-generated new products. The report also notes that after adopting the related technology, the company has been able to cut labor on some workflows by about 20%.

AI news brief: Japanese startup investors are getting more selective, with large funding rounds concentrating on a handful of tech companies with proven track records, and self-driving startup Turing standing out as one of the biggest winners. Large-scale startup funding deals in Japan hit a record high in the first half of this year (January-June). The original summary is fairly brief, noting only that investors have turned more cautious, capital is flowing toward a small pool of tech startups with real results, and self-driving startup Turing is one of the biggest winners of this funding wave — without giving specific figures on deal size, funding rounds, participating investors, or details on other beneficiaries like Sakana AI. See the original article for full details.