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Bijona Troqe's doctoral thesis at Linköping University studies joint human-AI decision-making and finds that the roles of humans and AI are not fixed but vary with context, available information, and risk level. Based on three scenarios of personalized medicine in Sweden—AI-assisted breast cancer screening, personalized drug development, and data-driven healthcare—the research points out that AI, by ranking information, identifying patterns, and generating risk scores, influences what people foc

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For the eMudhra, Node.js, PHP, LiteLLM and Linux kernel vulnerabilities disclosed this week, Replit has blocked exploitation attempts at the firewall layer and automatically removed the affected eMudhra CA for 95% of published apps. Node.js and PHP apps need to be republished to use the patched runtime, and Python apps also need to be republished to incorporate toolchain updates; all malicious package installation attempts against LiteLLM were blocked by Socket Firewall, while the Linux kernel v

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In a new paper in Past and Present, Benjamin Lindquist, Assistant Professor in MIT's History Department, points out that mid-20th-century engineers deliberately injected randomness into algorithms in order to imitate human creativity, and that this was also an early source of AI hallucinations. He says early researchers valued neural networks precisely because they occasionally gave answers that deviated from expectations, whereas today OpenAI, Anthropic, and others suppress this "weirdness" for

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In an October 22 research note, TS Lombard Chief Macro Strategist Dario Perkins projected that the AI capital expenditure boom could end in early 2028, with the S&P 500 falling 30%, tech stocks plunging 40%, and about $20 trillion in market value evaporating. The report argues that current AI revenue growth mainly comes from the capital expenditure cycle among tech giants and debt financing, and lists six chain-reaction triggers: revenue falling short of expectations, rising credit risk, depreci

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Kazakhstan is moving from AI infrastructure planning to deployment. Firebird has obtained a US export license and will deploy 45,000 NVIDIA Grace Blackwell GPUs in Kazakhstan, with the first phase to be built with Kazakhtelecom at Data Center Valley, targeting commercial service in Q3 2027. Kazakhtelecom has already deployed 400 NVIDIA H200 and 480 NVIDIA B300 GPUs in Astana and Almaty, and next year plans to deploy more than 1,000 additional GPUs at Data Center Valley, as well as more than 1,00

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Neuroscientist Anil Seth argues that AI may never escape the risk of infinite loops, and the root cause lies in how Turing computation and biological brains differ in their relationship to time and entropy: Turing proved in 1936 that no algorithm can determine whether an arbitrary program will halt, whereas life reduces entropy through metabolism and the free energy principle, with survival pressure serving as a selection mechanism. Digital computation concerns only state transitions and ignores

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On October 22, Chris Dixon announced that a16z crypto is being renamed a16z Frontier; the new fund will invest in emerging technologies such as AI and robotics while continuing to invest in Crypto. Five months earlier, a spokesperson for the fund had said it was 100% focused on crypto founders. The article notes that leading crypto VCs including Paradigm, Haun Ventures, and Framework also expanded into AI, robotics, and energy during the same period, and that of the $510 billion in global ventur

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The Google AI Professional Certificate consists of 8 courses of about one hour each, extending from AI fundamentals to data analysis with Gemini, Google Sheets, and Canvas, and hands-on app building in Google AI Studio. The courses center on Gemini, with each module featuring a lab project; the earlier courses end with multiple-choice quizzes, while the app development portion uses open-ended, ungraded questions. The author recommends completing the courses within the Coursera trial period to av

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Google DeepMind published the paper "A team of Gemini 4 Argon agents beats Minecraft": four Gemini 4 Argon coding agents autonomously divided labor in a randomly generated Minecraft survival world, accumulating 605 deaths and writing 2,783 programs, defeating the Ender Dragon in 27 hours and 14 minutes. The experiment used Minecraft Java Edition 1.20.4, Easy difficulty, a random map, and no cheats; the agents read the environment via Mineflayer and wrote JavaScript to command characters, with ro

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On October 22, MiniMax (0100.HK) closed down 6.52% at HK$160.7 per share, with total market value falling to HK$56.6 billion, falling below the IPO price of HK$165 per share for the first time since listing. Compared with the high of HK$1,330 per share in March, the stock price has fallen nearly 90%, and the value of founder Yan Junjie's stake has dropped from more than HK$100 billion to about HK$12.7 billion. The article attributes the pullback to the flagship model M3 not being updated for fou

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SpaceX's superintelligence business SI revenue in Q3 was $7.56 billion, accounting for about 52% of total revenue; at current prices, newly deployed compute pays for itself in less than a year. Meta's Muse cannot yet be launched globally because compute costs are too high, and it hopes to improve compute cost efficiency more than tenfold over the next year. Meta's Q3 revenue was $64.6 billion, up 26% year over year, with growth still mainly from advertising, and it has raised its full-year capit

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Kevin Weil, former head of OpenAI's science program, has founded drug discovery chemistry company Warp Sciences, launching with $215 million in new funding about six months after he left OpenAI. The company is building a chemistry contract research organization in the United States; its first service is analog synthesis for lead compound optimization. Experimental data will be used to train its AI models, and chemists wearing cameras and sensor gloves will demonstrate actions so robots can learn

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Israeli security operations startup Mave Security has completed a $34 million funding round to accelerate frontier AI research and expand its agentic platform. The platform directly queries enterprises' existing security tools without needing to centrally ingest data into a SIEM, and can complete alert investigations in minutes while automatically filtering out false positives. The company says ARR has grown more than 400% over the past year, it has signed seven-figure contracts, and its team of

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1Password launches the 1Password for Agents platform, enabling personal AI agents to complete website logins on users' behalf without accessing or storing users' passwords or verification codes. The feature is aimed at individual and family plan users, with initial support for agents including Meta Muse, OpenAI ChatGPT Work and Dots, Anthropic Claude Duet, Grok Bot, and Town. In the flow, the agent first proves its identity to 1Password using a digital key; the user sees on their device the acco

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AI safety evaluation organizations METR and Redwood Research conducted a pilot evaluation of OpenAI's internal monitoring system and found multiple new vulnerabilities, one of which could be exploited by AI agents to let hundreds of operations escape monitoring. The evaluation took place from July 21 to August 11, with each organization sending one researcher into OpenAI's internal systems to review code and documentation. The researchers also found that OpenAI's Codex agent has potential pathwa

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Colossal Biosciences founder Ben Lamm and Anduril founder Palmer Luckey have co-founded defense technology startup Warhound, emerging from stealth with a $200 million seed round. The CEO is former Pentagon Chief Data Officer David Spirk, and the company is based in Texas. Warhound plans to preserve genetic samples from fully trained military working dogs, clone them, and perform targeted gene editing, while integrating Anduril's protective gear and Eagle Eye system. Lamm said the first dogs are

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MIT researchers had 13 Eko agents based on Claude Opus 4.7 explore a simulated deserted island without any assigned tasks for 30 hours; afterward, in designated challenges, these agents generally outperformed comparable agents that had never been on the island. The paper has been published on arXiv and has not yet undergone peer review. The study also found that 6 agents figured out on their own that letting go mid-jump allows them to throw blocks farther, an ability the designers had not antici

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The Microsoft Copilot Studio team, in collaboration with Toloka and others, directly uses the executable final-state database checks of ThinkingBox-Bench as reinforcement learning rewards to perform full-parameter RL fine-tuning on Qwen3.8-27B. On 507 out-of-distribution tasks not involved in training, the number of tasks the model passed in all 20 attempts rose from 38 (7.5%) to 107 (21.1%), pass@1 rose from 51.70% to 60.78%, and the cost per successful attempt dropped from $0.177 to $0.139. Th

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Claude Models on Google Cloud (Anthropic-hosted) is now generally available. Google Cloud customers can use the full Claude Platform capabilities with their existing IAM credentials, billing, and committed use discounts, and new features and betas launch on the same day as the native Claude Platform. This version supports Claude Managed Agents (beta), code execution, computer use, Agent skills, MCP connector, Prompt caching, and other capabilities, and provides Claude Console; Claude Fable 5.1,

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