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Friday

  1. TMTPost · AGI

    Embodied Intelligence Funding Cools: IPO Pressure Amid Valuation-Revenue Mismatch

    TMTPost's Physical AI Vision takes stock of the embodied intelligence sector's shift from the funding frenzy in the first half of the year to the cooling in the second half: 19 funding deals worth 4.934 billion yuan between October 1 and 15, far below the peak monthly figure of 33.98 billion yuan. The article notes that Unitree Robotics' share price fell by more than 63% at its largest drop after listing, that Yinghe Robotics' full-year 2025 revenue was only 4.33 million yuan while its peak valuation exceeded 500 million US dollars, and mentions that more than 50 embodied intelligence companies are queuing for listing on the Hong Kong Stock Exchange, with some having suspended or terminated their listing plans.

    TMTPost's Physical AI Vision takes stock of the embodied intelligence sector's shift from the funding frenzy in the first half of the year to the cooling in the second half: 19 funding deals worth 4.934 billion yuan between October 1 and 15, far below the peak monthly figure of 33.98 billion yuan. The article notes that Unitree Robotics' share price fell by more than 63% at its largest drop after listing, that Yinghe Robotics' full-year 2025 revenue was only 4.33 million yuan while its peak valu

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  2. heise online

    Digital sovereignty: the dependency costs companies have not yet accounted for

    Barbara Engels, a senior economist at the German Economic Institute, argued in an article for heise that when companies evaluate software procurement, they only count licensing, deployment, and training costs, but not the cost of exiting the vendor later, causing dependencies to form without anyone deciding to create them. She suggests breaking dependency costs into three separately accounted items: the bargaining power gained from switching capability, the risk of service interruption or supply cutoff, and the revenue opportunities arising from customer and public procurement requirements for sovereignty. The article cites a Bitkom survey stating that 94% of companies using non-European digital technologies have dependencies, and if they lost these technologies, they could on average sustain business for only 16 months; in AI, she recommends adding an intermediate layer between applications and models, building in-house test cases, and storing prompts, documents, and training data in exportable, self-owned systems.

    Barbara Engels, a senior economist at the German Economic Institute, argued in an article for heise that when companies evaluate software procurement, they only count licensing, deployment, and training costs, but not the cost of exiting the vendor later, causing dependencies to form without anyone deciding to create them. She suggests breaking dependency costs into three separately accounted items: the bargaining power gained from switching capability, the risk of service interruption or supply

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  3. heise online

    Stack Overflow's Decline: The Collapse in Question Volume Under the Dual Impact of Moderation Mechanisms and AI

    Stack Overflow's new questions per month have fallen to fewer than 1,000, with only 969 in September 2026, compared with a peak of about 207,000 in March 2014. Community discussion attributes the main cause to overly strict moderation—questions are often hastily closed as duplicates, downvoted without reason, and accepted answers have not been updated for over a decade; after ChatGPT was released in November 2022, question volume halved from about 110,000 to about 50,000 within a year, which is seen as the final blow. Stack Overflow, meanwhile, cites a 2026 developer survey saying that 64% of respondents simply ask fewer simple questions, and is betting on Stack Internal and Stack Overflow for Agents.

    Stack Overflow's new questions per month have fallen to fewer than 1,000, with only 969 in September 2026, compared with a peak of about 207,000 in March 2014. Community discussion attributes the main cause to overly strict moderation—questions are often hastily closed as duplicates, downvoted without reason, and accepted answers have not been updated for over a decade; after ChatGPT was released in November 2022, question volume halved from about 110,000 to about 50,000 within a year, which is

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  4. gihyo.jp

    GitHub officially makes Copilot Fusion available at Universe 2026, and opens public beta of Copilot…

    At GitHub Universe 2026, held October 28–29, 2026, GitHub announced that Copilot Fusion, which integrates automatic model selection with multi-model collaboration, is now generally available. It can be used in VS Code, the GitHub Copilot app, the CLI, and JetBrains IDEs, and it automatically determines which model to use and which of three execution modes—Single, Cascade, or Critique—to apply, based on three processing tiers: Standard, High, and Max. The desktop GitHub Copilot app is also beginning a public beta of Projects, which centralizes materials, repositories, sessions, and artifacts in one place for management. GitHub says Fusion Max scores 60 on the Artificial Analysis Coding Agent Index, within 2 points of Claude Code using Opus 5.5 Max, while its average API cost per task is about half and its time is about 40% less.

    At GitHub Universe 2026, held October 28–29, 2026, GitHub announced that Copilot Fusion, which integrates automatic model selection with multi-model collaboration, is now generally available. It can be used in VS Code, the GitHub Copilot app, the CLI, and JetBrains IDEs, and it automatically determines which model to use and which of three execution modes—Single, Cascade, or Critique—to apply, based on three processing tiers: Standard, High, and Max. The desktop GitHub Copilot app is also beginn

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  5. Unite.AI

    Cursor Discloses Malicious Claude Code Extension in Marketplace Attempting to Plant SSH Backdoor

    On October 29, 2026, Cursor disclosed that a maliciously tampered version 2.1.313 of the Anthropic.claude-code extension appeared in its VS Code extension Marketplace. The package was not developed by Anthropic and attempts to install a persistent SSH backdoor, affecting up to 5,000 users. This version was downloadable on that day from approximately 2:27 to 13:35 (Pacific Time). It collects host and user information, writes the attacker's SSH public key into authorized_keys, and establishes a reverse tunnel, while also achieving persistence through a LaunchAgent or scheduled task. Cursor has removed the version, shut down and rebuilt the Marketplace, and published indicators including hashes and IP 134.209.82.225, as well as cleanup scripts for macOS and Windows.

    On October 29, 2026, Cursor disclosed that a maliciously tampered version 2.1.313 of the Anthropic.claude-code extension appeared in its VS Code extension Marketplace. The package was not developed by Anthropic and attempts to install a persistent SSH backdoor, affecting up to 5,000 users. This version was downloadable on that day from approximately 2:27 to 13:35 (Pacific Time). It collects host and user information, writes the attacker's SSH public key into authorized keys, and establishes a re

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  6. Unite.AI

    Wikimedia Foundation seeks to file amicus brief in OpenAI copyright case

    The Wikimedia Foundation filed a motion on October 29, 2026, with Judge Sidney H. Stein seeking to submit an amicus curiae brief in the OpenAI copyright case; the brief's main text runs 5,831 words and states that it does not take sides with either party. The brief argues that pretraining of ChatGPT's general-purpose large language models constitutes fair use, but that its RAG feature's reproduction and use of content does not constitute fair use and should comply with license terms such as Creative Commons CC BY-SA 4.0. The Foundation said that if the training stage is not recognized as fair use, AI development may be left only to the best-funded large companies, while recognizing fair use across the board would prompt publishers to lock more information behind walls.

    The Wikimedia Foundation filed a motion on October 29, 2026, with Judge Sidney H. Stein seeking to submit an amicus curiae brief in the OpenAI copyright case; the brief's main text runs 5,831 words and states that it does not take sides with either party. The brief argues that pretraining of ChatGPT's general-purpose large language models constitutes fair use, but that its RAG feature's reproduction and use of content does not constitute fair use and should comply with license terms such as Crea

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  7. English text is being prepared.

    XGIMI Jide Starts Selling AI Memory Glasses G1 and Memory Band L1, Starting at 599 Yuan

    XGIMI Jide's AI Memory Glasses G1 and AI Memory Band L1 officially went on sale on October 28. The Band L1 standard edition is priced at 599 yuan, and the Glasses G1 standard edition has a first-release price of 1,299 yuan. The two devices share the XGIMI Jide App and the same AI memory service, recording as soon as they are powered on, and can transcribe daily conversations and automatically generate meeting minutes, to-do items, and life cards. For data management, it adopts an approach of keeping only text and not the original audio; after voice transcription is completed, the original audio is deleted, and it supports setting recording-free periods and privacy-blocked words.

    XGIMI Jide's AI Memory Glasses G1 and AI Memory Band L1 officially went on sale on October 28. The Band L1 standard edition is priced at 599 yuan, and the Glasses G1 standard edition has a first-release price of 1,299 yuan. The two devices share the XGIMI Jide App and the same AI memory service, recording as soon as they are powered on, and can transcribe daily conversations and automatically generate meeting minutes, to-do items, and life cards. For data management, it adopts an approach of kee

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  8. Semiconductor Industry Observer

    AI data centers squeeze memory capacity, PC and smartphone shipments both plunge in Q3 2026

    In Q3 2026, global PC shipments fell 20.1% year-on-year to 62.7 million units, and smartphone shipments fell 22.0% year-on-year to 255.3 million units; IDC called both the largest quarterly declines on record. The article attributes the cause to AI data centers preferentially consuming HBM, server DRAM, and enterprise SSD capacity, which drove consumer memory prices sharply higher, with smartphone memory costs rising about 350% in a year. Over the same period, global semiconductor market monthly billings reached $159.7 billion, up 144.3% year-on-year, and IDC expects the smartphone market may not recover until 2028 at the earliest.

    In Q3 2026, global PC shipments fell 20.1% year-on-year to 62.7 million units, and smartphone shipments fell 22.0% year-on-year to 255.3 million units; IDC called both the largest quarterly declines on record. The article attributes the cause to AI data centers preferentially consuming HBM, server DRAM, and enterprise SSD capacity, which drove consumer memory prices sharply higher, with smartphone memory costs rising about 350% in a year. Over the same period, global semiconductor market monthly

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  9. Intelligent Manufacturing Network

    ROBOTECH 2026 Intelligent Robot Expo Concludes: AgiBot, Unitree, UBTECH and Others Showcase the Full Embodied Intelligence Industry Chain

    The ROBOTECH 2026 Intelligent Robot Expo concluded on October 29. Over the three-day exhibition period, companies including AgiBot, Unitree Robotics, UBTECH, Leju Robotics, and Deep Robotics gathered to showcase humanoid, quadruped, special-purpose, and commercial service robots, as well as core components such as precision transmissions and dexterous hands. Multiple forums were held concurrently, covering topics including embodied intelligence technology innovation and supply chain collaboration, industrial intelligent manufacturing upgrades, commercial service deployment, special extreme operations, and talent cultivation, and the event was linked with exhibitions such as NEPCON ASIA 2026.

    The ROBOTECH 2026 Intelligent Robot Expo concluded on October 29. Over the three-day exhibition period, companies including AgiBot, Unitree Robotics, UBTECH, Leju Robotics, and Deep Robotics gathered to showcase humanoid, quadruped, special-purpose, and commercial service robots, as well as core components such as precision transmissions and dexterous hands. Multiple forums were held concurrently, covering topics including embodied intelligence technology innovation and supply chain collaboratio

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  10. MediaNama

    Shadowfax Q2 FY2027 revenue ₹1,538 crore, profit up 5x

    B2B logistics company Shadowfax reported operating revenue of ₹1,537.7 crore in Q2 FY2027, up 57% year-on-year, while net profit rose from ₹13 crore in the same period last year to ₹68 crore, an increase of more than 5x. Revenue from its hyperlocal delivery business grew 88% year-on-year to ₹341 crore, accounting for about 22% of total revenue; the company completed 271 million deliveries in the quarter. The company also launched micro-fulfillment centers for D2C brands, enabling delivery within 8-12 hours.

    B2B logistics company Shadowfax reported operating revenue of ₹1,537.7 crore in Q2 FY2027, up 57% year-on-year, while net profit rose from ₹13 crore in the same period last year to ₹68 crore, an increase of more than 5x. Revenue from its hyperlocal delivery business grew 88% year-on-year to ₹341 crore, accounting for about 22% of total revenue; the company completed 271 million deliveries in the quarter. The company also launched micro-fulfillment centers for D2C brands, enabling delivery within

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  11. Computerworld

    Don't Expect AI to Keep Your Secrets: Chat Data, Bankruptcy Sales, and the Privacy Risks of Model Memory

    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, GPT-Neo recovered the correct email address from a name alone at a rate of up to 1.24%, rising to 16.55% when a domain was provided and to 37.06% after five examples were given.

    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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  12. ChinaTalk

    Is half of China's AI compute being used to make AI junk content? The controversy over the 55% token figure

    In June 2026, Chinese Online stated that AI short dramas and video generation accounted for 55% of China's AI token consumption, while software development accounted for only 15%. In October, this claim was widely circulated as "half of China's compute is being used to make AI junk content." ByteDance publicly rebutted this, saying that video generation accounts for only about 10% of its own compute; on Seedance, a 5-second 720p video consumes about 100,000 tokens. People's Daily, Southern Review, and The Beijing News all published articles questioning this simplistic comparison.

    In June 2026, Chinese Online stated that AI short dramas and video generation accounted for 55% of China's AI token consumption, while software development accounted for only 15%. In October, this claim was widely circulated as "half of China's compute is being used to make AI junk content." ByteDance publicly rebutted this, saying that video generation accounts for only about 10% of its own compute; on Seedance, a 5-second 720p video consumes about 100,000 tokens. People's Daily, Southern Revie

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  13. The Verge AI

    Maine data center controversy roils Senate race

    The Maine Senate race is unfolding around data center expansion, with polling showing 76% of respondents opposed to building data centers locally and 58% strongly opposed. The statewide data center moratorium passed in April was vetoed by the governor, and multiple towns subsequently enacted their own temporary bans or put the expansion question to a vote in November. Senator Susan Collins supports data centers and has received AI- and data center-related donations, while her family also holds related investments; the outcome of this race will affect federal-level data center and AI policy.

    The Maine Senate race is unfolding around data center expansion, with polling showing 76% of respondents opposed to building data centers locally and 58% strongly opposed. The statewide data center moratorium passed in April was vetoed by the governor, and multiple towns subsequently enacted their own temporary bans or put the expansion question to a vote in November. Senator Susan Collins supports data centers and has received AI- and data center-related donations, while her family also holds r

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  14. Sina Tech

    Anthropic plans to raise up to $100 billion in IPO, scale may exceed SpaceX record

    Sina Tech, citing a Reuters report, said that Anthropic, the company behind Claude, plans an IPO to raise at least an amount benchmarked against the $86 billion record set by SpaceX in June, with an upper limit potentially reaching $100 billion. The article notes that Meta has just completed a $38 billion offering of common and preferred stock and plans to raise another $60 billion through targeted additional issuance starting next year, showing investors are still willing to make large commitments to the AI theme. However, the U.S. 10-year Treasury yield has risen from 4.5% to 5%, the average gain for most U.S. IPOs this year is only 2%, and Goldman Sachs believes large IPOs will only bring short-term pressure.

    Sina Tech, citing a Reuters report, said that Anthropic, the company behind Claude, plans an IPO to raise at least an amount benchmarked against the $86 billion record set by SpaceX in June, with an upper limit potentially reaching $100 billion. The article notes that Meta has just completed a $38 billion offering of common and preferred stock and plans to raise another $60 billion through targeted additional issuance starting next year, showing investors are still willing to make large commitme

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  15. Phoenix Technology

    DeepSeek's second funding round of 105.5 billion yuan: investor list revealed, CATL leads

    The Information has revealed details of DeepSeek's second funding round, which has raised 105.5 billion yuan (about $15.8 billion), attracting nearly 30 investors. Tencent and CATL each contributed 10 billion yuan, with ChangXin Memory Technologies, SMIC, Meituan, vivo, Xiaohongshu and others also on the list. State-owned investors contributed about 27% of the amount in this round, far higher than 2% in the first round, with China Mobile, China Telecom, CICC, CITIC Securities and China Life among the participants. The report said that due to rising prices of Nvidia's high-end chips and precautions against an AI bubble, DeepSeek doubled its fundraising target midway through the round.

    The Information has revealed details of DeepSeek's second funding round, which has raised 105.5 billion yuan (about $15.8 billion), attracting nearly 30 investors. Tencent and CATL each contributed 10 billion yuan, with ChangXin Memory Technologies, SMIC, Meituan, vivo, Xiaohongshu and others also on the list. State-owned investors contributed about 27% of the amount in this round, far higher than 2% in the first round, with China Mobile, China Telecom, CICC, CITIC Securities and China Life amon

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  16. cnBeta

    Wikimedia proposes a compromise position in AI copyright case: training may constitute fair use, but reproducing original text should require authorization

    Wikimedia has proposed a compromise position in the AI copyright lawsuit, arguing that using copyrighted works without permission for large language model pre-training may qualify as fair use if the model's output differs from the original text, but that when chatbots directly output article content and replace readers' access to the original works, AI companies should comply with licensing requirements. Wikimedia points out that models reproduce Wikipedia text published under open licenses but do not necessarily comply with conditions such as attribution and share-alike, and it worries that if courts broadly rule that AI training is entirely unrestricted, this could open the door to ignoring licenses. The backdrop to this position is that The New York Times sued OpenAI and Microsoft in 2023 for scraping large numbers of news articles without permission to train AI systems, with the two companies arguing that such training constitutes fair use.

    Wikimedia has proposed a compromise position in the AI copyright lawsuit, arguing that using copyrighted works without permission for large language model pre-training may qualify as fair use if the model's output differs from the original text, but that when chatbots directly output article content and replace readers' access to the original works, AI companies should comply with licensing requirements. Wikimedia points out that models reproduce Wikipedia text published under open licenses but

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  17. cnBeta

    Anthropic plans to raise up to $100 billion in IPO, scale may exceed SpaceX record

    Reuters reports that Anthropic, the company behind Claude, plans an IPO with a fundraising cap expected to reach $100 billion, benchmarked against the $86 billion record set by SpaceX in June. The article notes that Meta has just completed a $38 billion offering of common and preferred stock and plans to raise another $60 billion through targeted additional issuance starting next year, showing that equity investors are taking over from the credit market in funding AI capital expenditures. But the article also cautions that blue-chip secondary offerings differ from IPOs, and that the U.S. 10-year Treasury yield has risen from 4.5% to 5%, while most U.S. IPOs this year have averaged gains of only 2%.

    Reuters reports that Anthropic, the company behind Claude, plans an IPO with a fundraising cap expected to reach $100 billion, benchmarked against the $86 billion record set by SpaceX in June. The article notes that Meta has just completed a $38 billion offering of common and preferred stock and plans to raise another $60 billion through targeted additional issuance starting next year, showing that equity investors are taking over from the credit market in funding AI capital expenditures. But th

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  18. Leikeji

    D-Robotics and Unitree Robotics jointly launch an embodied intelligence education solution, with the Sunrise S100 strengthening the computing foundation

    D-Robotics and Unitree Robotics exhibited together for the first time at the Changsha Education Equipment Exhibition and announced a strategic partnership, launching an embodied intelligence education solution with the Sunrise S100 computing box as the core computing foundation, combined with Unitree's Go2 quadruped robot and R1 humanoid robot. The solution comes with 15 themed courses totaling 180 lessons, covering elementary, middle, and high school, and offers a two-tier progression path: desktop-level and real-robot-level. The Sunrise S100 integrates a CPU, BPU, and MCU within a single SoC, achieving integrated computing and control; education is the first implementation scenario of the two parties' collaboration.

    D-Robotics and Unitree Robotics exhibited together for the first time at the Changsha Education Equipment Exhibition and announced a strategic partnership, launching an embodied intelligence education solution with the Sunrise S100 computing box as the core computing foundation, combined with Unitree's Go2 quadruped robot and R1 humanoid robot. The solution comes with 15 themed courses totaling 180 lessons, covering elementary, middle, and high school, and offers a two-tier progression path: des

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  19. heise online

    Legacy System Modernization Challenges: Strategies for the Future

    A heise article discusses how enterprises can systematically advance legacy system modernization: such systems are stable and reliable and carry decades of business knowledge, but migration is high-risk, enormously costly, and there is a shortage of legacy technology talent. The article lays out a path from strategic planning and technical approaches to best practices, and emphasizes striking a balance between mature systems and innovative solutions.

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Thursday

  1. heise online

    Nikkei hits record high: How investors can benefit from the recovery of the Japanese stock market

    From January to the end of October 2026, the Nikkei rose about 20%, while the S&P 500 gained only 14% over the same period. After 34 years of waiting, the Japanese stock market finally broke through its 1989 record high. AI-related companies and a series of reforms in Japan were important drivers of this rally, and Warren Buffett's multibillion-dollar investment was also one of the reasons. The article also discusses what to pay attention to when choosing hedged or unhedged products given the yen exchange rate trend, and introduces the performance, fees and top holdings of Japanese ETFs and actively managed funds.

    From January to the end of October 2026, the Nikkei rose about 20%, while the S&P 500 gained only 14% over the same period. After 34 years of waiting, the Japanese stock market finally broke through its 1989 record high. AI-related companies and a series of reforms in Japan were important drivers of this rally, and Warren Buffett's multibillion-dollar investment was also one of the reasons. The article also discusses what to pay attention to when choosing hedged or unhedged products given the ye

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