从“看懂世界”到“预演下一步”：世界模型与 VLA，如何让机器人拥有真正的“具身大脑”？
VLA解决“能干”，世界模型解决“想清楚再干”
全部深度
外媒与科技媒体长文、研究号文章
量子位AI 评分2222 The AtlanticAI 评分5858 《大西洋月刊》解析基因治疗核心载体AAV的不可预测风险
文章介绍腺相关病毒（AAV）在基因治疗中的作用及相关风险，并梳理了中国临床试验中的死亡病例、费城一名男孩脑肿瘤病例，以及一名患有Cockayne综合征的男孩接受治疗的经历。AAV可能进入患者基因组；经血液给药时容易到达并积聚于肝脏，不同疗法的病毒颗粒剂量可从每公斤5000亿到300万亿不等。
The Atlantic利空AI 评分3636 Musing Ourselves to Death
AI agents are doing our shopping for us, and wreaking havoc on the internet.
Fast CompanyAI 评分1919 Google Research’s chief on why scientific AI is so underappreciated
Hello again and welcome back to Fast Company’s Plugged In. Once a year, Google holds a conference on its campus called Research@. Scientific researchers from inside and outside the company pack an on-campus auditorium for a highly compressed look at what its 26-year-old Google Research lab has been
The VergeAI 评分5151 Surface Laptop Ultra 评测：一款面向开发者的 MacBook Pro 式笔记本
The Verge 评测 Microsoft 的 Surface Laptop Ultra，称这款面向开发者的高端笔记本外观类似 MacBook Pro，售价为 $5,900。微软与英伟达合作打造该机，用于展示英伟达新的基于 Arm 的 RTX Spark 芯片；芯片可在本地运行高要求 AI 模型，也支持最新的 AAA 游戏和创意应用。评测指出，本地 AI 的实际使用体验比其承诺更复杂。
卫报AI 评分1212 ‘We should all be worried’: calls grow to limit London rollout of robotaxis
Protest planned at Wayve HQ as Uber drivers fear for their future and city’s politicians demand TfL should have power over licencesFor passengers in Britain who want to try the latest ride, robotaxis are eagerly awaited: more than 100,000 are on Uber’s waitlist in London after the first UK services
Business Insider利好AI 评分3535 AI's need for data could breathe new life into a once-buzzy corner of Wall Street
AI companies are racing to acquire workplace data, creating new opportunities for alternative data providers.
财富AI 评分2525 The death of humanity
It is not coming. Everyone selling you that story is selling you something. What is actually arriving is the most magical age in human history.
彭博AI 评分2323 US-China Blame Game Over Global Economy Tilts in Beijing’s Favor
At the last major summit, Scott Bessent worked hard to tag China as the cause of dangerous fault lines in the world economy. With the US Treasury chief absent from Bangkok this week, it was America and its allies in the spotlight.
彭博AI 评分2929 Adobe Analysts Have Never Been So Bearish as AI Fears Mount
Analyst sentiment toward Adobe Inc. has never been lower, amid growing conviction that the maker of software for creative professionals will struggle to compete in the artificial intelligence era.
彭博利好AI 评分4242 Pimco的Andrew Balls看好美债收益率曲线长端价值，并称美联储再加息一至两次合理
Pimco全球固定收益首席投资官Andrew Balls认为，美债收益率曲线长端具有良好价值，并称美联储再加息一至两次“似乎合理”。他指出，人工智能相关的不确定性是其看好长端价值的背景之一，美联储的目标是让通胀回到2%。
金融时报利空AI 评分1616 Shareholders should have a say on making AI safe
SEC decision to rescind key rule on voting could not have come at a worse time
Fast CompanyAI 评分1717 Everyone’s panicking about the AI job apocalypse. Here’s the reality
Predictions of an AI-driven job apocalypse have captured the public imagination and increasingly made their way into the boardroom. It is not hard to see why. We’re seeing rapid advances in generative artificial intelligence, and in some cases the models are startlingly capable. Prominent voices hav
Ars TechnicaAI 评分1111 Googlebook review: Android on a laptop is still Android
Android laptops are here, but Google has a lot of work ahead to make them good.
Business InsiderAI 评分4747 微软总裁布拉德·史密斯警告：特朗普收紧移民政策或将推动顶尖 AI 人才赴海外
微软总裁布拉德·史密斯警告，美国移民政策收紧可能促使下一代 AI 人才离开美国。他称，微软签证和绿卡申请多数涉及现有员工，并表示公司上一财年聘用了9,200名美国员工；他还否认微软以低薪雇用外籍员工。
财富AI 评分3838 Jensen Huang on agents gone rogue and AI doomers
Fortune’s Jeremy Kahn and Beatrice Nolan sat down with Jensen Huang in London this week, where Huang sounded off on headline-grabbing cybersecurity incidents and AI doomers.
财富AI 评分66 The case for CEOs who can laugh at themselves
Also: All the news and watercooler chat from Fortune.
MarketWatchAI 评分2929 The best of the AI trade could be behind us. Here’s how to prepare, according to Barclays.
The London-based bank recommends holding on to Big Tech stocks ahead of their earnings, but has a preference for companies with strong business models.
MarketWatchAI 评分2323 Can a $55,000-plus robot load the dishwasher? Inside my afternoon with two humanoid housekeepers.
Tau Robotics’ humanoids vacuumed my floors and wiped my counters — with some help from humans behind the scenes
彭博AI 评分2424 Key Takeaways From Financial Elite’s Big Gathering in Bangkok
The world’s financial elite wrapped up a week of meetings in Bangkok on Friday filled with warnings of an unbalanced AI boom, a prolonged energy shock and record debt piles.
彭博AI 评分3434 BofA’s Hartnett Sees Investors Avoiding Risk on Fed, Midterms
Risk aversion is set to dominate markets in coming weeks as investors seek shelter from higher interest rates and volatility around US midterm elections and the AI trade, according to Bank of America Corp.’s Michael Hartnett.
彭博AI 评分2020 CoreWeave Is Testing the Limits of AI Euphoria
The computing provider has been caught in a wipeout that exposes the divide between AI fear and greed.
卫报AI 评分1313 Digested week: No Nobel again for Trump but he looks a cert to retain Fifa peace prize | John Crace
With his war in Iran and siding with Russia, it’s hard to think of someone who has done more to make the world a safer placeIn hindsight it might have been more, shall we say, diplomatic if Donald Trump had taken a few deep breaths after finding out that he had been overlooked for the Nobel peace pr
金融时报AI 评分1414 No, Sally Rooney’s books are not ‘banned’ from the UK
Author’s decision to halt sales puts spotlight on proscription of Palestine Action and perceived shortcomings of Terrorism Act
金融时报AI 评分3030 Republicans turn on Trump’s tariffs in battle for ‘political survival’
US president’s trade war has become an albatross for his party in crucial midterm election races
金融时报AI 评分1414 Sizing that ‘unlimited’ insurance capital
Quite big, but still quite far away
钛媒体AI 评分6262 Muse能带火国内个人AI智能体吗？
文章梳理Meta个人AI智能体Muse的产品体验、海外使用情况及国内推广面临的挑战。文中援引Sensor Tower数据称，Muse上线5天内下载量超过73万次，9月30日累计下载量超过500万；国内个人AI智能体则面临应用生态壁垒和平台限制，文章还介绍了权限与安全相关案例。
钛媒体AI 评分3939 特斯拉都飞了，还要自动驾驶？
马斯克用一台不依赖盈利、不依赖监管、纯靠物理奇观的车，抢回 "技术先锋" 的定义权。他亲口说的 "最后几辆人类驾驶汽车中的佼佼者"，是对自动驾驶兑现周期最诚实的一句供认。
钛媒体AI 评分4949 大厂为何缺乏安全感：个人智能体竞争升温，巨头加速跟进
Meta的个人智能体Muse上线22天下载量突破500万，带动OpenAI、阿里、字节和腾讯加速布局个人智能体。跨平台权限受限、服务器成本高企，令个人Agent商业化面临挑战；但AI竞争格局难以预测，大厂选择快速跟进以避免掉队。
钛媒体AI 评分5353 番茄小说调整新人签约规则，完本作品需达15万或30万字
番茄小说10月12日调整签约模式，Lv.0、Lv.1作者的新作品须完本并达到15万或30万字后，才能申请签约。新规还规定每本书最多有3次申请机会，签约后内容锁定；作家等级3.0体系分级调整设有31天缓冲期，预计11月中旬完成。文章还梳理了番茄小说的免费阅读业务及网文IP改编、短剧授权市场数据，并讨论完本签约规则与版权开发之间的联系。
The AtlanticAI 评分2424 Don’t Let Big Tech Dictate Humanity’s Future
A handful of multibillionaires have some terrifying plans.
Business InsiderAI 评分1717 IBM talent exec says it's better to be a specialist, not a generalist, in the AI era
Aparna Nair, the chief talent, leadership, and culture officer at IBM, said that "the world of generalists is long gone."
AxiosAI 评分6363 Axios分析华尔街收紧AI融资：基础设施支出与预期收入差距扩大
Axios指出，AI基础设施支出与预期回报之间的差距正在扩大：Gartner预测，AI服务商到2030年将在基础设施上支出7万亿美元，相关收入不超过3.6万亿美元；若维持当前投资节奏，到2032年底可能有超过4万亿美元的支出面临减记风险。
财富AI 评分3434 The ultra-rich are piling into Rolexes, rubies and Klimts as inflation hedges—but the real return may be about more than money
Nearly two-thirds of family offices now hold assets like art, watches and fine jewelry, a new BNY survey finds. The evidence on whether they pay off is mixed. Their value as a signal of wealth is not.
CNBC利空AI 评分2323 Jim Cramer says this week's AI sell-off offers a crucial lesson for investors
CNBC’s Jim Cramer said Thursday’s AI sell-off underscores the importance of owning stocks outside the market’s hottest trade.
钛媒体AI 评分6767 茶百道疑似IPO“围飞”事件引发调查，文章梳理监管进展与经营变化
香港证监会披露，茶百道首次公开发售环节或存在人为操纵行为，并指令联交所暂停02555.HK交易；香港证监会已对相关人士及企业发出限制通知，涉及43.79亿港元资产。茶百道称已就该指令寻求法律意见，恒生指数公司公告将其股份从恒生指数系列剔除。文章还梳理茶百道2024年至2026年上半年的业绩与门店数据，并指出“围飞”是否发生仍待监管调查结论。
钛媒体AI 评分4343 商用机器人公司值得更高估值：商业化与具身智能的估值差异
商用机器人公司已实现规模出货和商业化，但估值普遍低于仍处早期的具身智能企业，机器人赛道的估值差异持续扩大。文章列举优地机器人（03231.HK）、极智嘉、普渡等公司的经营与估值情况，并指出资本偏好正从技术领先转向关注商业落地，认为商用机器人企业也应获得更多认可。
钛媒体AI 评分5555 豆包手机助手公布155款拒绝操作应用名单，平台接入仍受限
豆包手机助手为期30天的规则公示期于10月14日结束，公布155款拒绝其自动化操作的App，包括微信、淘宝、支付宝、美团及DeepSeek、Kimi等。豆包手机通过MCP、A2A协议对接部分App，对无法通过协议接入的应用以模拟点击兜底；文章还对照了阶跃星辰STEPX Neo先行版通过App主动开放接口合作的做法，并讨论平台开放、用户数据与入口控制等问题。
钛媒体AI 评分4848 硅谷大模型掀起补贴战，DeepSeek等国产模型的性价比优势还剩多少？
OpenAI、Anthropic、Google等海外大模型厂商通过免费额度、降价和分层计费争夺用户，国产模型低Token单价的性价比优势面临考验。SemiAnalysis测算显示，Claude Max 20x套餐折算的API用量约为月费的58.6至62.6倍，MiniMax、智谱和Kimi订阅套餐约为6.7至23.4倍。文章认为，实际任务成本、模型效果与使用场景将共同决定性价比。
IT之家利空AI 评分4646 Meritz Securities 预计 Shift Up 今明两年营收和营业利润继续下滑
Meritz Securities 预计，游戏开发商 Shift Up 今年营收同比下降 30%、营业利润同比下降 44%，明年营收和营业利润还将较今年预测值分别下降约 8% 和 16%。公司去年《胜利女神：妮姬》和《剑星》合计贡献约 96% 营收，新作尚未接棒；续作《Stellar Blade: BLOOD RAIN》将由 Shift Up 自行发行。