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The UK announced an allocation of £100 million to establish a laboratory that uses AI to detect and monitor biological threats; OpenAI and Anthropic will provide up to £200 million worth of AI model usage credits, with Google DeepMind and life sciences company Basecamp Research participating in the collaboration. This is part of the UK's approximately £600 million AI health and safety funding program, which also includes an additional £120 million for the AI Safety Institute and an additional £2

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Moonshot AI releases Kimi K3.1 Pro, the first model in the K3.1 series and its strongest 3T-class open-weight model to date, with a 1 million token context window, alongside Kimi K3.1 Pro Highspeed, which is 2-3 times faster. The model is now available on Kimi.com, Kimi Work, Kimi Code and the Kimi API, with full model weights to be released on November 4. On Terminal-Bench 4.0, K3.1 Pro scores 65.7%, higher than GPT-6 Astra's 58.2% and slightly below Claude Opus 5.5's 66.4%; on the internal ben

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Ai2, in collaboration with the University of Pennsylvania, developed LitPivot, a system that helps researchers adjust their research direction during literature search. It retrieves papers via Asta Paper Finder, organizes the literature according to the edited portions of a proposal, and provides critiques supported by excerpts from the original text along with suggestions to accept, edit, or reject revisions. In an experiment involving 17 researchers, domain experts judged that research ideas f

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Google releases new frontier model Gemini 4 Argon, stating it performs outstandingly on complex tasks such as coding, mathematics, and 3D world building, and surpasses other frontier models on benchmarks across multiple domains. The official showcase features 5 community projects, including a 3D Earth that maps wildfires and seismic activity in real time, a turbofan engine simulation with real-time data, a 3D carriage generated from a single image, and a multiplayer capture-the-flag browser game

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Warhound, co-founded by Colossal Biosciences' Ben Lamm and Anduril's Palmer Luckey, has emerged from stealth with $200 million in funding from investors including Sequoia, 8VC, Corner Ventures and CIA-backed In-Q-Tel, at a $1.2 billion valuation. The company plans to use Colossal's gene-editing technology to improve Belgian Malinois and German Shepherds, with Anduril providing protective vests, goggles and other hardware and software; the first dogs will soon be cloned and bred, expected to be b

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Googlebook hides 7 hard-to-notice practical features, including "Look up" instant definitions in the right-click menu, Circle to Search that must be enabled in system settings, customizable shortcut actions at the four corners of the screen, keyboard shortcuts that can be customized and created for any app, and automatic summaries of local files. Automatic summaries only cover locally stored files and do not apply to Drive or a connected Android phone. These features come from the author's short

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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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Google CEO Pichai revealed in the "Sources" interview that Gemini 4 Argon processed about 25 trillion tokens in 72 hours of launch, 3 times that of Gemini 3.0 in the same period, and is still rate-limited due to compute constraints. He explained for the first time the reason for cutting Gemini 3.5 Pro: the team found a gap in the model on Agentic Coding, first used the Flash version to complete intensive iterations from 3.5 to 3.8 in about 3 months, while Argon pretraining had already been compl

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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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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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PyTorch Conference North America 2026 was held on October 20–21 in San Jose, attracting more than 3,500 attendees and focusing on accelerating open intelligence and projects including PyTorch, vLLM, DeepSpeed, Ray, Helion, and Safetensors. The event announced TorchTPU, a native PyTorch TPU backend developed in collaboration between Google and Meta, as well as TorchNeuron, a native backend for AWS Trainium, which entered public testing under Apache 2.0 on October 20. Shopify shared a case study o

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This week, Amazon announced the open-sourcing of TorchNeuron, a backend that converts PyTorch code into operations executable on AWS Trainium; PyTorch code already running on other accelerators can be migrated with almost no changes. It offers an optional adaptive eager mode that groups operations for compilation and caches NEFF at multiple levels, cutting the time to the first training step by about one-third in cross-accelerator large language model tests. The team also used an AI agent to sca

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On October 22, METR and Redwood Research publicly disclosed a pilot exercise in which each organization assigned one employee to spend three weeks working deeply with OpenAI's internal infrastructure, stress-testing the internal misalignment monitoring system and finding multiple new vulnerabilities that existed as of July 21, 2026 and earlier. The exercise ran from July 21 to August 11, produced a 61-page internal report, and OpenAI provided a redacted 38-page version to the management of both

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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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Cohere announced that the confidential computing feature of Model Vault has entered public beta, providing hardware-level isolation for hosted model inference based on the NVIDIA H100 GPU confidential computing capability on Microsoft Azure. This feature extends the scope of encryption from data at rest and in transit to prompts, documents, responses, and model execution during inference; after end-to-end encryption on the application workload side, decryption can only occur in a confidential en

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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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