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Shopping agents such as Meta's Muse and xAI's Grok Bot snapped up inventory during the iPhone Duo pre-order; Amazon banned external agents on the grounds of violating its terms of use, while Shopify chose deep collaboration with Muse. Shopify disclosed that in the first quarter of this year, orders driven by AI search grew nearly 13-fold year over year and AI-driven store traffic grew 8-fold, but in the second quarter these two multiples fell back to 3-fold, and agentic commerce transaction volu

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t LLMs cannot predict the key issues behind disagreements in their own answers; the key decision factors they self-report match the true factors only 13.4% of the time, lower than the 39.2% for randomly shuffled ones. The study had models repeatedly predict 59 March Madness games and 15 Metaculus events, then used a reranker to compare answer pairs, requiring about 86 times less computation than local LLM judging. A single answer covered 28.6% of the true key factors, versus a baseline of 37.8%.

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The author, through experiencing the Ray-Ban Meta and Even Realities G2 smart glasses, believes that Apple Glasses have limited appeal to people who do not wear glasses. The first generation is expected to be released next year, with no display, audio output only, and the camera used only for Visual Intelligence; the second generation will have a display, with navigation and translation being the most practical scenarios, but the demand frequency is not high. The author judges that people who we

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Warp Sciences, co-founded by former executives from companies including OpenAI and Meta, has completed a $215 million financing round and will build a chemistry research facility in the United States, using AI and robotics to help pharmaceutical and biotechnology companies develop drugs. The company operates as a chemistry contract research organization (CRO), initially focusing on lead compound optimization through analog synthesis, with chemists guiding experiments and experimental data used t

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ized device, and then 1Password fills in the login form on the agent's behalf, revoking the credentials immediately after a successful sign-in. The first batch of integrations are Meta's Muse and SpaceXSI's Grok Bot, to be deployed over the coming days; partners such as Anthropic's Claude Duet, OpenAI's ChatGPT Work and dots, and Perplexity have not yet given a timeline. The service is included in personal and family subscriptions at no extra charge, and currently only supports accounts hosted o

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nts, but the password is filled in by 1Password itself and immediately withdrawn after a successful login, so the agent cannot read or reuse it. The first batch of integrations is Meta's Muse and SpaceXSI's Grok Bot; integrations such as Claude Duet, ChatGPT Work, dots, and Perplexity have not yet been given a timeline. The feature is included in personal and family subscriptions and currently only supports accounts hosted on 1Password.com; 1Password.eu and 1Password.ca accounts are not yet supp

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ngle day, the largest one-day drop since the Silicon Valley Bank crisis in early 2023, and the market now sees a 24% probability that the Fed will not raise rates this year. After Meta gave guidance that capex would require "hundreds of billions of dollars," its stock fell nearly 7%, CoreWeave dropped 10%, and credit spreads across the computing infrastructure sector widened across the board. The article argues that the Fed faces a dilemma between fighting inflation and avoiding pricking the AI

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0 billion below the previous $1.4 trillion. Even after the cut, the valuation is still about 47% higher than the $852 billion (including newly injected funds) at the time of a $122 billion funding round in March. Coatue Management is in talks to co-lead the round, and OpenAI has also had contact with several UAE investment funds and BlackRock; the cut comes amid a tech stock selloff, with investors worried that AI spending has outpaced returns, after mixed earnings from Meta Platforms and Tesla.

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sor of the dinner of the 2026 14th Asia-Pacific Hotel Design Annual Conference, AXENT showcased panoramic smart bathroom solutions at the Xiamen venue in two exhibition areas: the META series smart suite and the NOVIA series. The META exhibition area achieves coordination between space and individual products through the AXENT OS smart central control system. Li Feiyu, Chairman of AXENT Group, delivered a speech titled "Fantasia of Hotel Smart Bathrooms in the AI Era," proposing to evolve hotel

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eft 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 experimental operations. Co-founders include former White House chief data scientist DJ Patil and former Meta executive Mano Paluri. The round was led by Lightspeed Venture Partners.

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rs' 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 account credentials and task requested for use and approves or rejects; after approval, 1Password directly fills in the

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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 costs by 9

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ommunication among the agent, the user, and the password manager: when an agent initiates a login, it sends a unique digital key to 1Password to confirm its identity; after the user receives a notification and personally confirms, 1Password fills in the credentials on the user's behalf to complete the login. Users can choose agents from Anthropic's Claude Duet, OpenAI's Dots or ChatGPT Work, Grok Bot, Meta's Muse, and Town; 1Password says it is working with other companies to expand the service.

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gents to access credentials in a user's personal 1Password vault in order to complete tasks on their behalf. At launch, the platform supports agents such as Anthropic Claude Duet, Meta Muse, OpenAI ChatGPT, and Dots. The agents themselves cannot see the user's credentials; after the user approves the login, 1Password fills in the credentials directly without sending them to the agent. 1Password said that partners including Browserbase, Browser Use, Perplexity, and Ramp will also add support in s

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sword for Agents, connecting its password vault to AI agents: when an agent reaches a login form, it authenticates to 1Password using a digital key; after the user confirms which credentials are needed and what they are for, 1Password fills in the form directly—credentials are never handed to the agent and are removed once login succeeds, so the agent cannot read or reuse them. The integration currently supports only Meta's Muse and Grok Bot, with OpenAI Dots and Anthropic Claude Duet to follow.

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word fills the login information directly into the website login interface; the password is not handed to the agent in text form. The feature will support agents and tools such as Meta Muse, ChatGPT Work, ChatGPT Dots, Claude Duet, Grok Bot and Town, and platforms including Browserbase, Browser Use and Perplexity are also advancing integration. The original text also notes that even if an agent cannot see the password, it may still perform actions the user does not want after approval, so users

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eeps the base result based on the base run's outcome. On AutomationBench business workflows, this method scores 77.41%, versus 61.62% for the base harness and 63.92% for the global method Meta-Harness; on unfamiliar applications it retains the base harness and maintains a 59.18% pass rate, while Meta-Harness's global harness drops to 44.90%. The authors recommend using the base harness as a fallback for mixed workloads and routing to a specialized harness only when a run exposes a known problem.

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