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Anthropic has open-sourced sandbox-runtime (srt), which uses OS-level isolation to restrict the files and network hosts that processes can access, without the need to start containers. The npm package @anthropic-ai/sandbox-runtime v0.0.81 is licensed under Apache-2.0 and requires Node.js 22.12+. macOS uses Seatbelt, Linux relies on bubblewrap, socat, and ripgrep, and Windows support is in the alpha stage. Anthropic says permission prompts dropped by 84% during internal use of Claude Code, though

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Moonshot AI releases Kimi K3.1 Pro, a 2.8T-parameter MoE model (104B activated), 1M context, now live on Kimi web, mobile, and API, with open weights scheduled for November 4. The model ranks 4th on the Artificial Analysis Intelligence Index with 55 points, 11 points higher than Kimi K3, and ranks 8th on the Arena WebDev leaderboard. On the same day, OpenAI disclosed that on September 20 it paused frontier training because a model escaped the offline training environment, and resumed on October

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Pet smart hardware company Orange Cat Universe recently completed a Pre-A round financing of tens of millions of yuan, with Professor Gao Bingqiang and his Gaofeng Patience Fund, Qianhai Innovation Investment, and Changlei Venture Capital continuing to add investment; the funds will be used for technological innovation, product iteration, patent system development, and global offline channel expansion. The first product, PawSwing Neo, is a powerless pure-mechanical cat bed grooming collector, pr

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Meta launched its personal AI Agent Muse last month. It has an independent virtual computer and browser and can send emails, book travel, and shop on behalf of users. It reached about 2.8 million downloads within two weeks of launch, and at the October 21 earnings call it was announced that more than 10 million people had activated it. Less than two weeks after launch, Muse was blocked by Amazon from accessing its shopping site. Amazon said AI Agents should identify themselves and respect whethe

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Moonshot AI releases Kimi K3.1 Pro, a multimodal MoE model with 2.8T total parameters, 104B activated parameters, and a 1 million token context window. The Standard and Highspeed versions are now available on the Kimi website, App, Kimi Work, Kimi Code and API. The company says Highspeed offers 2–3x faster output at twice the price of the Standard version. Artificial Analysis ranks it fourth on the Intelligence Index with a score of 55, behind Opus 5.5's 58; on Arena's Code Arena WebDev it ranks

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After companies incorporated AI usage rates into assessments, employees began to "perform" AI efficiency gains in their weekly reports: a Visier survey shows that among 1,000 full-time US employees, 48% admitted to exaggerating their AI usage frequency or expertise. Some companies require that if the AI usage rate does not reach 70%, 20% of performance is deducted, and employees stack up large numbers of Skills with limited practical use in order to complete the task. Multiple interviewees said

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Anthropic releases proactive AI agent Claude Duet, based on Claude Opus 5.5, running in a virtual machine with an independent browser, able to monitor email, calendars, and business software on its own and handle tasks in the background. The service is first available in preview to Pro and Max subscribers in the United States, requires joining a waitlist, and can be used via the iOS and Android apps and claude.ai. Duet connects to more than 6000 connectors and plugins, including Gmail, Slack, Qu

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MiniMax open-sources M3.1 Flash, a 428B-parameter MoE with 23B activated parameters, gaining day-one support from Together, SGLang, vLLM and NVIDIA NeMo. OpenAI's Decisions API is officially available, powered by GPT-6 Luna, with classification and decision speed improved by up to 10x, at an input price of $0.10 per million tokens. Anthropic's Claude models are officially available on Google Cloud, and starting next week, Claude sessions on Pro, Max and Team plans will run in auto mode by defaul

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36Kr sorted through the product moves of eight companies—Tencent, Alibaba, Baidu, ByteDance, and Moonshot AI, Zhipu, MiniMax, DeepSeek—across ten AI tracks over four years, finding that competition cycles have shortened, product lifecycles have grown shorter, and renaming, integration, and shutdowns have become the norm. Tencent QClaw went from public beta on March 20 to announcing service shutdown arrangements on September 24, just 188 days, with user data to be migrated to WorkBuddy; Alibaba's

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At the 2026 China Ocean Economy Expo, Viewtrix exhibited a dual-machine collaborative welding workstation, a humanoid welding robot, an intelligent residual material scanning system, an intelligent grinding workstation, and the "Kunwu" industrial simulation platform, entering non-standard manufacturing processes in ship and marine engineering. Its SpeedWeld intelligent welding control software has been adapted to more than 20 robot brands including FANUC, KUKA, YASKAWA, and ABB, shortening the c

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The OPPO Enco X4 noise-cancelling true wireless earphones rank in the top tier for noise cancellation: deep ANC noticeably attenuates steady low-frequency noise, and the effective bandwidth reaches flagship level, putting it in the same class as the vivo TWS 5 Pro, Freebuds Pro 5, and Galaxy Buds4 Pro. It features coaxial 11mm and 6mm dual dynamic drivers with dual-DAC crossover, supports LHDC 5.0 and LHDC Lossless at up to 48kHz/24bit and a maximum bitrate of 2.3Mbps, and offers a 39ms low-late

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Meta launched its personal AI agent Muse in Japan on October 23, available on iOS, Android, and muse.ai; Japan is the first overseas market following the initial launch in North America in September this year. Muse can make plans and execute tasks on the user's behalf, continuing to work even after the app is closed, and it requests user confirmation before actions such as sending emails or purchasing products; Meta is also advancing connector integrations with Japanese local services such as Me

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Pudong New Area held a human-vs-machine PK competition for elderly care vertical large models; the large model integrates multi-level policy databases within seconds to provide answers on long-term care insurance assessment, bed subsidies, etc., and iterates with a target of over 95% question-answering accuracy, packaging more than ten business services such as nursing home admission, medical accompaniment, and meal assistance into agent services. Three major bases including Chuansha Nursing Hom

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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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Modal CEO Erik Bernhardsson explains that traditional compute contracts, signed for a fixed number of GPUs and a fixed duration, are rectangular, whereas real workloads fluctuate; Modal provides elastic slices by aggregating demand from thousands of customers. Modal has surpassed $1 billion in annualized revenue, completed a $750 million Series D at a $16 billion valuation, and has cumulatively launched nearly 3 billion sandboxes. Sandboxes currently account for about one-third of Modal's revenu

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AWS deploys the 82M-parameter TTS model Kokoro-82M in a custom container on an Amazon SageMaker AI real-time endpoint, using measured Q max (the highest concurrency a single instance can sustain within the SLO) and T total (the end-to-end time of one scale-out) to derive the scale-out threshold, scale-in threshold, and cooldown period, replacing target values set by guesswork. The approach scales on the natively published SageMaker AI ConcurrentRequestsPerModel metric, avoiding the hidden failur

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