在 AI 模型支持方面，Neon Chat功能迎来了重大升级。新版本不仅在聊天界面中加入了模型选择 器，还正式集成了谷歌最新发布的Gemini 3 Pro和 NanoBanana Pro两款大语言模型。更值得一提 的是，新功能允许用户在对话过程中随时切换模型，这为处理复杂或多阶段任务提供了极大的灵活 性，让用户可以根据不同需求调用最合适的AI能力。（搜狐） 更多AIGC资讯…… 1.【OpenAI：已将Mixpanel从生产环境中移除】OpenAI就网站分析服务Mixpanel安全事件公告称， 11月9日，Mixpanel发现攻击者未经授权访问了其部分系统，并导出了包含有限客户可识别信息和分 析数据的数据集。该事件发生在Mixpanel系统内部，仅涉及部分API用户的有限分析数据。ChatGPT 及其他产品的用户未受影响。此次事件并非OpenAI系统遭入侵。（凤凰网） 2.【谷歌DeepMind挖角波士顿动力前CTO】据报道，谷歌DeepMind正在采取一系列重大举措，推 动旗下Gemini Al成为通用机器人控制平台，目前该公司已挖来前波士顿动力首席技术官Aaron Saunders，担任硬件工程副总裁一职 ...

编辑丨 机器之心 点击下方 卡片 ，关注" 具身智能之心 "公众号 本届 NeurIPS 会议共收到 21575 份有效投稿并进入评审流程，最终接收 5290 篇，整体录用率为 24.52%。 以下是获奖论文的详细信息： 最佳论文 论文 1：Artificial Hivemind: The Open-Ended Homogeneity of Language Models (and Beyond) >> 点击进入→ 具身 智能之心 技术交流群 更多干货，欢迎加入国内首个具身智能全栈学习社区： 具身智能之心知识星球（戳我） ，这里包含所有你想要的! 刚刚，人工智能顶会 NeurIPS 2025 公布了最佳论文奖、时间检验奖等奖项！ 今年共有 4 篇论文获得最佳论文奖，另有 3 篇论文获得最佳论文亚军（Best Paper Runner-up）。 这七篇论文的研究涵盖了多个前沿方向，包括：扩散模型理论、自监督强化学习、大语言模型中的注意力机制、LLM 的推理能力、在线学习理论等。 另外，任少卿、何恺明、Ross Girshick、孙剑 2015 年合著论文《Faster R-CNN: Towards Real-T ...

突破级推理模型来了，DeepSeek 打开了自我验证的数学推理方向。 The whale is back! 就在刚刚，DeepSeek 又悄咪咪在 Hugging Face 上传了一个新模型：DeepSeek-Math-V2。 那时隔一年半，这个基于 DeepSeek-V3.2-Exp-Base 开发的 DeepSeek-Math-V2 又带来了哪些惊喜？ DeepSeek 表示，它的性能优于 Gemini DeepThink，实现了 IMO 金牌级的水平。 顾名思义，这是一个数学方面的模型。它的上一个版本 ——DeepSeek-Math-7b 还是一年多以前发的。当时，这个模型只用 7B 参数量，就达到了 GPT-4 和 Gemini-Ultra 性能相当的水平。相关论文还首次引入了 GRPO，显著提升了数学推理能力。 论文开篇，DeepSeek 就指出了当前 AI 在数学推理方面的研究局限：以正确的最终答案作为奖励，过于追求最终答案准确度。 这种做法虽然能让推理模型在 AIME 和 HMMT 等基准上达到更高水平，乃至达到饱和，但 DeepSeek 表示这并不能解决核心问题：正确答案并不保证推 理过程正确 ...

Core Points - Railtown AI Technologies Inc. has successfully completed its amalgamation transaction with AI Partnerships Corp. on November 26, 2025 [1][2] - The amalgamation agreement was initially announced on October 8, 2025, and involved the acquisition of all outstanding shares of AIP in exchange for 49,476,251 common shares of Railtown, representing an exchange ratio of approximately 2.348 Railtown shares for each AIP share [3] Transaction Details - The transaction was supported by shareholders of AIP holding approximately 51.24% of the outstanding shares, who entered into voting support agreements [3] - Approximately 10 million of the Consideration Shares are placed in escrow, with specific conditions for release based on Railtown's annual recurring revenue from AIP Affiliates [5] - The first milestone for release is set at $1 million in annual recurring revenue, while the second milestone is $2 million, both to be achieved within 36 months from the effective date [5] Company Background - Railtown AI Technologies Inc. focuses on transforming the development and deployment of agentic software through intelligent AI frameworks [6] - AI Partnerships Corp. aims to create a global affiliate network of AI-as-a-Service companies, with over 180 SaaS-based AI affiliates across 13 countries [7]

Core Insights - New AI shopping tools are emerging as US consumers are expected to spend a record $253 billion online during the holiday season, indicating a shift in consumer behavior towards autonomous agents for product research and purchases [2][3] - The concept of agentic commerce, where automated agents assist in transactions, is projected to grow into a $1 trillion market in the US by 2030, reflecting consumer demand for innovative shopping experiences [3] - Despite the potential, the current phase of agentic commerce is experimental, with companies facing technical challenges and the need for effective partnerships [4][9] Company Developments - Amazon has introduced its AI shopping assistant, Rufus, which aims to enhance the shopping experience by providing personalized recommendations and facilitating purchases [1][12] - OpenAI has launched a free ChatGPT tool that generates personalized gift-buying guides, showcasing the trend towards AI-driven shopping assistance [1][16] - Walmart is collaborating with AI companies to allow direct purchases through ChatGPT, indicating a willingness to integrate AI into their shopping platforms [13][14] Consumer Behavior - Over one-third of US consumers have utilized AI tools for online shopping, primarily for product research, highlighting a growing acceptance of AI in the shopping process [3] - The user experience of AI shopping assistants is seen as more intuitive compared to traditional search methods, with early indications suggesting that users referred by AI are more prepared to make purchases [6][16] Technical Challenges - Current shopping bots have not significantly improved the shopping experience, with issues related to personalization and accuracy in pricing and delivery estimates [7][10] - Retailers' websites were not originally designed for automated purchasing, leading to limitations in how effectively AI can facilitate transactions [8] Future Outlook - Partnerships with major retailers and payment processors are essential for AI companies to enable seamless shopping experiences directly within their applications [14] - The development of AI tools that can effectively communicate and navigate product catalogs is ongoing, with companies like Microsoft and Google working on solutions to enhance bot capabilities [9]

Core Insights - Generative AI is viewed as a transformative technology by Amazon's CEO Andy Jassy, indicating its potential to significantly enhance customer experiences across the company [1] - Elon Musk predicts that by 2040, the humanoid robot market could be valued at $250 trillion, driven by an ecosystem of AI innovators [2][3] - Major firms like PwC and McKinsey recognize the multi-trillion-dollar potential of AI, suggesting a broad consensus on its economic impact [3] Company and Industry Analysis - A breakthrough in AI technology is believed to be redefining work, learning, and creativity, attracting significant interest from hedge funds and top investors [4] - There is speculation about an under-owned company that may play a crucial role in the AI revolution, with its technology posing a threat to competitors [4][6] - Prominent figures in technology and investment, including Bill Gates and Warren Buffett, are positioning themselves around AI, highlighting its potential to improve various sectors such as healthcare and education [8]

这段时间，AI圈又热闹起来。大洋彼岸，谷歌接连拿出大模型Gemini 3 pro和自研芯片TPU，以强力挑 战者的姿态助推母公司市值逼近4万亿美元门槛；国内市场，阿里巴巴全军出击AI to C市场，千问、灵 光、夸克多箭齐发，百度新设两个大模型研发部，直接向CEO汇报…… AI竞争经常上演一夜变天。当人们以为大厂垄断大模型时，DeepSeek全球性爆红；当人们又以为英伟 达、ChatGPT王座稳固的时候，谷歌正不断试图证明"老将不老"。 大模型不一定非得出身豪门，总被吐槽过气的老牌劲旅照样能打。这些动静都在反复说明一件事：AI 有个怪脾气——技术迭代速度之快，让用户应接不暇，让对手防不胜防。 经历了互联网和移动互联网洗礼的受众，对AI的认知大抵是从"围棋选手"AlphaGo开始的，但那终究是 弱人工智能，直至大模型的出现，让通用人工智能有了无限接近成真的可能性。 当年推出围棋AI的公司很多，但AI的颠覆力量就是如此令人意想不到，即便体量大如谷歌、腾讯，也 无从预判ChatGPT、DeepSeek登上舞台中央。 技术大爆炸附着AI涌现的特质，让它从理论到落地，每个环节都藏着逆袭的机会。从未有一个产业如 此，让全 ...

合肥智象未来团队研发的"灵感智能体"，则以革命性技术创新重塑视觉创作流程。该技术将复杂的视觉 内容创作转化为简洁的对话交互，用户无需在各类软件与平台间切换，在同一界面内即可完成文本生 图、指令修图及视频生成的全流程操作。11月初，在全球多媒体领域的顶级学术盛会ACM国际多媒体 会议上，智象未来团队凭借该成果斩获行业"金字招牌"——最佳演示奖，成为中国首个获此殊荣的多模 态生成式AI初创团队。 场景赋能：从"实验室"到"生产力"的转化密码 长三角丰富的产业生态与庞大的消费市场，为AI大模型提供了"落地即实用"的场景土壤，推动技术创新 快速转化为真实生产力。产自杭州的两款AI爆款应用"双子星"，便是最有力的佐证。 11月18日上线的蚂蚁"灵光"，在模型基座上整合了百灵、千问等多款主流开源模型。它不仅以图文并茂 的对话形态优化用户体验，更凭借"闪应用"功能，将AI从"辅助工具"升级为"创作工具"——即便不会编 写代码，用户只需向"灵光"描述需求，1分钟内就能生成专属AI应用，让普通人零门槛体验AI Coding带 来的生产力变革。上线后，"灵光"4天内紧急扩容8轮，下载量迅速突破百万，增速超过ChatGPT、Sor ...

Core Insights - Michael Burry has shared his stock picks after closing his hedge fund to outside cash, expressing a desire to communicate freely without regulatory constraints [1] - Burry's selected stocks include Lululemon Athletica, Molina Healthcare, Shift4 Payments, and Fannie Mae, which he views as long-term holds [2][3] - The current market conditions are seen as favorable for finding undervalued companies due to seasonal selling pressures [1][4] Company Summaries - **Lululemon Athletica**: An athletic-apparel retailer known for premium yoga pants, has seen its shares decline by 52% year-to-date, trading at under 15 times projected earnings [4][5] - **Molina Healthcare**: Provides affordable health insurance and healthcare services, primarily to low-income and senior Americans, with shares down 49% this year, also trading at under 15 times projected earnings [4][5] - **Shift4 Payments**: A fintech company offering payment processing and commercial tools, has experienced a 32% drop in share price year-to-date [4] - **Fannie Mae**: A government-sponsored enterprise that guarantees over $4 trillion in mortgages, its shares have tripled this year amid speculation of privatization [3][5] Market Context - The selected stocks are characterized by their market capitalizations under $25 billion, indicating a focus on smaller, beaten-down stocks [4][5] - Burry's investment strategy emphasizes deep-value opportunities, particularly in the current environment where many managers are reluctant to hold losing positions at year-end [1][4]

每经编辑｜程鹏 11月27日，DeepSeek在HuggingFace推出新型数学推理模型DeepSeekMath-V2，采用可自我验证的训练框架。该模型基于DeepSeek-V3.2-Exp-Base构建，通 过LLM验证器自动审查生成的数学证明，并利用高难度样本持续优化性能。在IMO 2025和CMO 2024中均达到金牌水平，Putnam 2024获118/120分。团队 表示，该成果验证了自验证推理路径的可行性，为构建可靠数学智能系统提供新方向。模型代码与权重已开源，发布于Hugging Face及GitHub平台。 编辑|程鹏 杜恒峰 校对|金冥羽 封面图片来源：视觉中国 来源：每经快讯 ...