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.6—and have publicly released the training environment, data, and reproduction instructions. The team recreated 35 applications including Taobao, JD.com, DiDi, Meituan, Slack, and Google Drive; the practice environment covers more than 110 applications and generated about 11,600 example workflows and more than 2,000 practice tasks. The larger model rose from 67.1 to 79.9 points on AndroidWorld and from 31.9 to 59.6 points on SPA-Bench on real Android devices; the researchers say this is the best

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is becoming a key constraint on expansion. The two judged that substrates and memory are bottlenecks harder to scale than power, that HBM requires roughly 3 to 4 times as many wafers as DDR5, and that if new capacity is concentrated in releases after 2028, memory prices and profit margins could come under pressure. Nvidia still supports its pricing through performance gains, but Google TPU, Amazon Trainium, and the custom chips of OpenAI and Anthropic are eroding its share and bargaining power.

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t yet seen a successful exploit. Researchers at security firm Calif, using frontier models from OpenAI's Patch the Planet project combined with PHP expertise, first discovered and constructed an exploit in early August, and researchers from OpenAI and Google's Wiz subsequently also independently discovered similar vulnerabilities using AI. Multiple researchers believe AI has not introduced entirely new attack methods, but has amplified the existing pace of vulnerability discovery and disclosure.

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opic Deputy CISO Jason D. Clinton says that within about 18 months, high cyber capability will spread to small, cheap models, but fixes still need to be applied to running systems. The article cites OpenAI's discovery of Brotli's CVE-2026-111497 during testing in an isolated environment, and introduces remediation and credential control solutions such as AWS Continuum, Google Agent Compute Engine, and 1Password for Agents, as well as Microsoft's report on Storm-0940 using AI to automate attacks.

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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 whether the service provider permits entry. The article argues that the two sides are fighting over who controls the subsequent search, comparison, decision-making, and payment after consumers form purchase intent, while Google keeps intent-to-execution within its own system through its own ecosystem such as Universal Cart.

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nifying BI, ETL, stream processing, ML and AI, whereas Oracle uses proprietary formats and relies on PL/SQL and Exadata. Databricks separates storage and compute; SQL Serverless warehouses cost nothing when idle and are billed per second; Oracle bills by ECPU and autoscales up to 3x base capacity, making costs harder to predict. Databricks also offers Unity Catalog unified governance, Genie natural language analytics and OpenSharing cross-platform sharing, supporting AWS, Azure and Google Cloud.

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silicon architecture, advanced materials, and connectivity technologies are long-term advantages that are hard to replicate. Israel has deep accumulated strength in chip design, photonics, and high-speed communications, and entrepreneurs can target the architectural bottlenecks encountered by giants such as Nvidia, Apple, Intel, and Google. Commercialization success depends on yield, reliability, and system integration, and early validation with industrial buyers and design partners is crucial.

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niMax 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 default.

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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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requests user confirmation before actions such as sending emails or purchasing products; Meta is also advancing connector integrations with Japanese local services such as Mercari, Money Forward ME, and Ticket Pia, as well as Gmail, Google Calendar, Instagram, Stripe, Shopify, and Trip.com. Meta says it runs in an isolated Muse Secure VM, with network access managed by a separate Sentinel agent; basic features are free, while the Power plan costs $20/month and the Maximum plan costs $100/month.

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r cloud services through the Cloud and AI Development Act. In April this year, a European consortium led by Belgium's Proximus won the EU sovereign cloud procurement contract; the Google Cloud technology operated by S3NS that it uses therefore meets the requirements through a European operating structure, but three suppliers based on European technology received higher sovereignty ratings. Microsoft has committed to legally challenge any government order suspending its cloud services in Europe,

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erature, when England and Wales sent emergency alerts to mobile phones because of wildfires. The Prime Minister will also announce 45 million pounds to purchase wildfire-specific personal protective equipment for fire brigades, and invest 25 million pounds to restore dried-out peatlands in England to serve as natural firebreaks. Companies such as Google, Airbus and VodafoneThree are expected to attend the first Wildfire Resilience Summit to discuss satellite monitoring and early warning systems.

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igence 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 of building a continuous learning loop with PyTorch and vLLM, saying it compresses production failures into model weights every day and has reduced serving

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Aditya Agarwal shared Sergey Levine's conversation at SPC: In his early years, Levine had a roomful of robots in a converted Google conference room spend all day grasping objects, accumulating a great deal of experience yet lacking prior knowledge; this bottleneck ultimately gave rise to Physical Intelligence. The conversation covered the Pi Zero robot foundation model, the evolution of reasoning and generalization capabilities from Pi 0.5 to Pi 0.7, as well as the robot data challenge and world

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a ring, a Cube sensor and a Halo, which can be combined into either a wristband or ring form. It measures resting heart rate, heart rate variability, blood oxygen, respiratory rate and body temperature, and provides a sleep score and Bio Age. Its AI health agent calls Google Gemini and ChatGPT; the app is subscription-free, with an optional Pro plan at about $5/month. Trio will launch on Kickstarter on November 10 at $299, with shipping expected between late December 2026 and early January 2027.

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