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Cohere has launched third-party open models in Model Vault and Model Vault Encrypted, allowing enterprises to run both Cohere's own models and open models such as DeepSeek V4.1 Flash, GLM 5.3 Flash, Gemma 4, GPT-OSS, and Phi on a fully managed encrypted inference platform. Model Vault applies zero data retention to prompts and outputs by default, while the Encrypted version uses confidential computing so that neither Cohere nor cloud providers can see the data. Model Vault is now available in th

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Sarvam AI has released Sarvam Prism, a System One decision model based on Sarvam 105B, which achieves an average score of 71.8 with a median response time of 44 ms on B200 GPUs, the highest score within 100 ms among the 25 decision models it tested. At confidence levels above 90%, the model's actual error rate is lower than expected: 2.2% versus 3.3% for English and 4.4% versus 5.4% for Indic languages, and it keeps its answers unchanged in a 2,000-question option-shuffling test. The weights are

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At the "SheNicest Fission" hackathon, where women made up 70% of participants, teams presented products including the toilet-finding app TOILER, "Jianwei," a home cognitive health observation tool for adult children, and "Hemian," a smart mattress for late pregnancy. TOILER can filter toilets by conditions such as stall doors, hooks, and hand dryers; it currently includes only some toilets in areas such as Phase II of the China National Convention Center, 798, Guomao, and Sanlitun, and does not

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According to a report by 36Kr's Silicon Star Pro, UniPat, a data company founded less than a year ago, is reportedly in talks to raise about $300 million, led by Alibaba with participation from Tencent and Sequoia China, at a post-money valuation of $2.5 billion. The article says a single piece of data with user behavior trajectories can be quoted at 1,000 to 3,000 yuan, while work-scenario data with a complete operation process can sell for around 10,000 yuan, and Mercor estimates that only 2%

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Hugging Face proposes the Transformers Model Integration Contract (MIC), which packages model tests into three parts—a scaled-down fixture model, runnable Markdown usage examples, and manually reviewed baseline outputs—and runs fast integration tests on CPU. The team used the frozen MIC to replay five months of Transformers commits; the UMT5 fixture consistently reported a log-probability deviation of 1.22 and a training loss deviation of about 0.20 from when the regression was introduced on Jul

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In October, Google launched its frontier reasoning model Gemini 4 Argon globally, covering Google AI Studio, the Gemini API, Google Cloud, Search, and the Gemini app. Two weeks later, it announced Gemini 4 Carbon, focused on long-horizon engineering and cybersecurity defense, which is currently undergoing pre-release testing with the U.S. government and select trusted cybersecurity parties through the Fairwind Program. In the same period, it released Genie 4, a real-time interactive world model

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The ElevenLabs blog compared the differences between warm transfer and cold transfer in call centers: warm transfer provides the receiving party with background information about the caller before connecting, while cold transfer connects directly without prior notice. The article recommends warm transfer for complex or sensitive issues and cold transfer for simple, high-frequency routing, and notes that ElevenAgents supports three transfer types, with Conference Transfer on its native Twilio int

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Nathan Benaich of Air Street Press discussed the State of AI Report 2026 with Matt Turck on the MAD Podcast, reiterating his prediction that AGI will be achieved in 2027, based on AI's ability to approach his own level in knowledge work such as investing, AI research, finance, and law. He also discussed how images, video, and audio are converging into world models, as well as the cybersecurity risks posed by agents; ElevenLabs' agents already handle more than 15 million conversations per week, t

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A survey commissioned by DuckDuckGo shows that 53% of U.S. adults do not know whether chatbot conversations are used for training, when in fact they are; only a quarter of respondents know that chat logs can be subpoenaed. Character.AI filed for bankruptcy this month and initiated a court-supervised asset sale; its LLM trained on user interactions could be sold together with user data, and the Bankruptcy Code has no specific provision governing the ownership of trained models. In a 2022 study, G

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Research published last month by the AI Language Equity Research Alliance found that AI models consume vastly different numbers of tokens when processing different languages, with a gap of up to 17 times in one of the models. The study says token consumption already varies by 1.5 to 5 times among the 20 most commonly used languages on the internet, and the gap widens further when expanded to 200 languages; the researchers call this extra cost a hidden "tokenizer tax." Higher token consumption no

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Anthropic's IPO prospectus discloses that in the first nine months of 2026, approximately 5% to 7% of revenue came from customers later determined to have violated usage policies, amounting to $1.65 billion to $2.31 billion based on roughly $33 billion in revenue for the first three quarters. In the first half of 2026, Anthropic banned 11.4 million accounts, averaging about 63,000 per day, nearly 8 times the figure for the second half of 2025; during the same period, only 42,000 of 398,000 appea

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Google DeepMind released the cybersecurity frontier model Gemini 4 Carbon on October 28, topping the Artificial Analysis Intelligence Index v5.0 with a composite score of 59, priced at $2 per million input tokens and $10 per million output tokens. Anthropic filed its S-1 prospectus with the SEC on October 26, planning to list on Nasdaq under the ticker ANT, with a target valuation of $1.5 trillion to $2 trillion and fundraising of up to $100 billion. In the same period, Microsoft disclosed for t

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Tencent, Tencent Cloud, and WorkBuddy have jointly released the 78-page "2026 AI Agent Enterprise Solutions and Implementation Practice Handbook," which uses WorkBuddy as the entry point to advance personal assistants into "digital employees" that enter business systems, with ClawPro, Agent Runtime, and TokenHub responsible for provisioning, isolation, models, and governance. The handbook proposes a three-stage framework of "able to converse → able to work → able to take a post," and presents ca

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Google has released its flagship model Gemini 4 Carbon, built specifically for continuously running agentic workflows, with a focus on improving coding, agentic, scientific task, and full-stack web development capabilities. The model ranks first on the Artificial Analysis Intelligence Index v5.0 with a score of 59, surpassing Claude Opus 5.5, GPT-6 Astra, and GPT-6.1 Sol; the launch promotional price is $2 per million input tokens and $10 per million output tokens, with a 95% discount available

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Tom Giardino of Valve's Steam business team advised indie developers at a Korean developer event to build a loyal community and continuously update their games to fend off AI-generated clones. He said cloning is not a new phenomenon and that AI has merely accelerated it, and mentioned that some developers have received extortion emails demanding payment or their games would be replicated by AI; Valve said it will follow up on reported cases. Marc Wilkinson of the Steam business team also explain

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