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Musheng Consulting proposes the Human-Machine Collaborative team organizational Maturity Model (MHCM), which divides the evolution of enterprises from traditional human teams to agent organizations into four levels: tool level, assistant level, formation level, and agent organization level, and can be directly used for enterprise self-assessment and path planning. The model points out that crossing levels does not depend on how much is invested in AI, but on the depth of organizational change; M

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Financing in the embodied intelligence industry cooled significantly after September. In the first half of October, there were only 19 financing deals totaling 4.934 billion yuan, far below August's 91 deals and 31.323 billion yuan. Nanjing Wujing Power has suspended work and owes wages, Yinghe Robotics convened a creditors' meeting, and Shenlan Robotics has been accepted for bankruptcy liquidation; multiple companies have entered bankruptcy or contraction procedures. Unitree's prospectus shows

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OpenAI product lead Tibo announced that usage limits for the Pro 100, Pro 200, Pro 500, and Business Premium plans have all been doubled, and that the quota reduction for Pro 200 has been withdrawn; Pro 500 can get usage equivalent to 50 times that of Plus. The article notes that this falls on day 25 of OpenAI's 28-day improvement plan, and some Pro 200 users believe it merely cancels a planned reduction rather than adding new benefits. The article also reviews the hidden token consumption cause

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DeepSeek has spawned a fan-creation subculture among young people: anthropomorphic figures such as "Whale Girl" and "Teacher D" have emerged around its whale logo, along with memes, fan animations, desktop pets, and game mods—yet the company has never officially run the community. This popularity stems from its "anti-commercial" narrative—the API was cut in price at least four times between April and May this year, the DeepSeek-V4-Pro API was permanently reduced to a quarter of its original pric

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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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Three undisclosed model names—deepseek-v5, deepseek-v5-open, and deepseek-v5-next—have appeared in the test code of the official DeepSeek Harness GitHub repository, corresponding to three release paths: unrecognized by the current client, usable directly with any version, and requiring a DSH upgrade to use. Among them, deepseek-v5-next requires a minimum version of 99.0.0-alpha.1, while the publicly available DSH version remains at 0.2.x. These entries were uploaded on September 24, 2026, by DSH

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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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At the 2026 Tencent Global Digital Ecosystem Summit, Tencent Cloud announced upgrades to four core capabilities of its WorkBuddy enterprise-grade service, including open platform capabilities, enterprise-grade security solutions, an observability center, and WorkBuddy Managed Agent (WMA), with the underlying Agent Runtime upgraded as well. After the upgrade, WorkBuddy can connect to WeCom, Tencent Docs, and systems such as ERP and CRM through MCP and connectors; in addition to Hunyuan, it also s

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Beijing-based large model startup Chaoyan Intelligence has released and open-sourced its first large model, Apex-35B-V1.0, with 35 billion total parameters, approximately 3 billion parameters activated per token, and support for a 262,000-token context window, optimized through mid-training and post-training based on Qwen3.6-35B-A3B. The model scored 60.9 and 40.0 on the paper reproduction test PaperBench and the scientific research challenge test FrontierScience, respectively, higher than GLM-5

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Intel announced the acquisition of Israeli quantum software company Classiq for $2.3 billion, with the deal expected to close in the second half of next year. Classiq's platform uses AI natural language models and a Python-like language to help developers build quantum algorithms and applications, and already has more than 40 enterprise customers, including Comcast, AT&T, BMW, and Oak Ridge National Laboratory. Intel CTO Pushkar Ranade said the move will turn its 10-year-old quantum R&D team int

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Arm proposes a methodology for evaluating CPU performance for agentic AI: combining component-level benchmarks with end-to-end task completion measurements, focusing on single-thread performance, core scaling, agent density, and energy efficiency rather than single component metrics. Jeff Defilippi, Senior Director of Product Management at Arm, said that agentic AI dynamically chains together model calls, retrieval, database transactions, code execution, and tool calls within a single task, so "

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Maxinsights has completed a $30 million seed round led by PeakXV, with participation from Tola Capital, South Park Commons, INCE Capital and Alumni Ventures, to expand its physical AI data platform that collects real human activity data for robots and AI models. The company has collected over 2 million hours of real human activity data, of which 1.5 million hours can be used directly for model training, serving more than 30 AI lab and foundation model developer clients. The company has also laun

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Faraday Future plans to have its U.S. robot factory operational by the end of 2026, with the first U.S.-assembled robot scheduled to roll off the line in February 2027, and hopes to launch three to five new robots or next-generation robot products in the U.S. each year. Global Executive Chairman Jerry Wang said localization aims to strengthen FCC compliance, supply chain resilience, quality control and customer support. The company has not disclosed the specific proportion of U.S.-manufactured c

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Xreal Aura, the Android XR glasses developed by Xreal in collaboration with Google, is now on sale in the US, Canada, Japan and South Korea. The 12GB+256GB version costs $1,279 and the 16GB+512GB version $1,499, with promotional prices of $1,099 and $1,299 before the end of the year; shipping begins in mid-November. It weighs about 95 grams and uses a split architecture that puts the main computing unit and battery in a wired pocket host. It is powered by Qualcomm's Snapdragon Reality Elite chip

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In this episode, heiseshow discusses the new Macs Apple unveiled at its Apple Experience event, and whether earlier speculation about a touchscreen MacBook has come true. The show also covers how, amid the AI boom, the profits are flowing mainly to the seven largest US tech companies, and how EU member states have rejected a unified technical solution for cookie preferences.

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Alphabet released its quarterly earnings report, with revenue up about 25% year over year to $127.6 billion, slightly below analyst expectations, while net profit fell about a quarter to nearly $26.2 billion; shares fell about 9% after the report was released. Search advertising revenue rose about 12% year over year to $63.35 billion, below analysts' expectation of about $65 billion; Google manager Philipp Schindler said ad monetization efficiency in AI Mode remains lower than in traditional sea

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In its quarterly earnings call, Samsung revealed plans to give each model in the next-generation Galaxy S series (the Galaxy S27, expected to launch in early 2027) a clearer positioning and to adjust its product lineup for different customer groups. Samsung expects high component costs to persist through next year, and entry-level and mid-range models may see fewer model choices; reports say fourth-quarter Galaxy A series production will be cut by about 20% from the original plan. Samsung also s

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At Oracle AI World on October 27, Oracle launched Oracle AI Workspace, through which employees can access Fusion Applications, NetSuite, Oracle AI Database and OCI via ChatGPT; the plugin handles data retrieval and executes authorized business operations, while existing permission and approval mechanisms are retained. Also launched was Oracle App Composer, used to host applications generated by employees using tools such as Codex, with enterprise IT setting access, data connections and cost cont

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The Kubernetes community has established the Workload Conformance Working Group to create unified standards for the runtime behavior of applications on clusters and to provide automated testing tools for running workloads. Existing certifications such as Certified Kubernetes and Kubernetes AI Conformance only check cluster infrastructure; there is no corresponding yardstick on the application side, and problems such as missing Pod Disruption Budgets, processes not responding to termination signa

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Fort Robotics has received approximately $20 million in additional investment from existing investors, with Tiger Global leading approximately $10 million and Mark Cuban Companies participating, expected to close this week. Tiger Global is additionally contributing another $10 million to the PIPE related to the merger with Newbury Street II Acquisition Corp, bringing total committed funding for the transaction to over $50 million. Fort's Trust Layer has been deployed on more than 19,500 devices,

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