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s into a product department, led by Cui Tianyi, and the official website has posted recruitment positions in two directions: AI product manager and Agent Harness. The article uses OpenAI Codex lead Tibo Sottiaux and the Anthropic Claude Code team as examples to explain how the execution capabilities of coding tools can be extended into a general work task entry point. DeepSeek, while open-sourcing Harness and the inference framework DeepInfer, is also facing cost pressure on caching and transmis

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Terence Tao and this year's newly minted Fields Medalist Deng Yu discussed on the SAIR Foundation podcast the controversy sparked by OpenAI's mass release of AI math results; Tao called such bulk problem-solving output a kind of byproduct, or even "toxic waste." The two proposed that the boundaries between problem-solving and understanding are diverging, argued that AI results must come with explanations and traceable citations, that mathematicians should be involved at project inception, and in

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lieves the attack may be part of a recent series of attacks targeting platform companies with the aim of breaching AI inference service providers, and has notified upstream suppliers to revoke potentially leaked keys. The company also released security guidance for OpenAI, Anthropic and GitHub users, advising them to delete potentially exposed API keys, generate new keys and check usage records; on October 23 its builds and deployments had recovered, but new user registration remained suspended.

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Cybersecurity companies Wiz and Calif, with the help of OpenAI technology, discovered two security vulnerabilities in the PHP language collectively called php2shell, affecting multiple PHP versions over the past decade or more; about 70% of websites worldwide use PHP. The PHP Foundation has released patches, and institutions including the US NSA, the UK NCSC, and bodies in the EU, Singapore, and Australia urged website operators to update immediately, and those unable to patch should consider te

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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 legal and commercial reasons, and that there is an unavoidable trade-off between creativity and predictability.

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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 username,

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ion permit filing system STEERS and suspended construction permits for 17 data center projects. TCEQ said the portal was suspended so that staff could review applications one by one to determine whether they are related to data centers; all 17 suspended permits involve stormwater construction approvals. FracTracker Alliance researcher Sam Law said these permits had previously been automatically "stamped" as approved, including OpenAI- and Amazon-related projects approved this Monday and Tuesday.

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compared with about 36% for general practitioners with access to reference materials; in emergency cases at Beth Israel Deaconess Medical Center, the system's accuracy was 80%, compared with an average of about 47% for human doctors. The system is powered at the underlying level by OpenAI's GPT-5. Microsoft emphasizes that the orchestration mechanism is equally critical, and plans to collaborate with hospitals on real-world testing, but has not yet announced a timeline or commercialization plan.

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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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at it is donating the Agent Skills standard to the Agentic AI Foundation (AAIF) under the Linux Foundation, in order to keep it open, community-driven, and vendor-neutral. The AAIF was co-founded last year by Anthropic along with Block and OpenAI, and the MCP specification had previously been donated to this foundation as well. Simon Willison noted that he had predicted this development last December, and used the MCP plugin on simonwillison.net to retrieve that prediction of his from that time.

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The Agentic AI Foundation announced on October 22, 2026 the addition of four hosted projects: Agent Skills contributed by Anthropic, Open Responses contributed by OpenAI, OpenEnv contributed by Hugging Face, and OpenSandbox contributed by Alibaba, bringing the total number of hosted projects from 3 at its founding in December 2025 to 10. The four projects correspond to four layers: agents acquiring skills, applications invoking models across vendors, agent training and evaluation, and secure age

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Premji Invest, Menlo Ventures and others, to build a U.S.-based chemistry contract research organization (CRO) that combines chemists, AI and robots. The company is led by former OpenAI Chief Product Officer Kevin Weil and enters through analog synthesis in the lead compound optimization stage, charging per delivered compound and not charging if nothing is produced, and currently works with a small number of design partners. Its long-term vision is to feed experimental data (including failed ex

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of its AI diagnostic tool Diagnostic Orchestrator, which uses multiple AI agents to collaboratively reason about symptoms, decide on tests, and provide diagnoses, and is based on OpenAI's GPT-5. In tests drawn from hundreds of case reports from the New England Journal of Medicine, the system's diagnostic accuracy was about 83%, compared with about 36% for general practitioners who used reference materials and about 22% for those who did not; on emergency cases from Beth Israel Deaconess Medical

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Uber and OpenAI announced an expanded partnership under which all of Uber's roughly 30,000 employees worldwide will use ChatGPT Work. The product, launched in July this year, is positioned as an enterprise-facing AI agent; Uber had previously piloted it with 1,000 employees across departments including finance, operations and product, where about 80% of early users were not engineers, using it to analyze operational data, localize training materials and build interactive dashboards. Uber did not

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