这两天，这个长得有点像乐高的家务机器人，在国外火了。 椭圆形的可爱脸蛋、卡通电影里的大眼睛、头顶棒球帽，白橙米相间配色 —— 历经 18 个月 的隐身模式（ Stealth Mode ），两位 斯坦福华人博士 创始团队打 造的机器人 Memo ，终于揭开神秘面纱。 重要的是，它真的会家务活： 收拾餐桌、清洗碗碟、折叠 衣物 、冲泡咖啡 …… 在 无遥控、无剪辑 的演示视频中， Memo 展现了出色的家务处理能力。它 能 准确识别并拿起易碎的玻璃杯 ， 将散落的餐具一一归位到洗碗机中 ，还能 处理 不同材质的袜子并叠整齐放入抽屉 。 当然，人手和机械手之间存在着天然的差异 —— 身高不同、手臂长度不同、关节灵活度也不同。为了解决这个问题，团队开发了一 套 " 技能转 换 " 技 术 。这 套系统能够对采集到的运动学数据和视觉数据进行精细化处理，自动调整和校准各种参数差异。 根据官方数据，这套转换系统的成功率高达 90% 。目前，团队已经收集了将近 1000 万 条轨迹，包含行走、导航、完成长时域任务的长轨迹。 这个身高 1.7 米、体重约 77 公斤的"带帽小哥"，配备了轮式移动底盘，水平臂展 0.8m ，升降 ...

Group 1 - Elon Musk's lawsuit against OpenAI could result in over $1 billion in damages if he wins certain claims, including the return of his initial $38 million donation and its appreciated value [1][3] - OpenAI's current valuation is approximately $500 billion, and it plans to invest $40 billion in computing power next year, making the potential lawsuit damages relatively minor [3][4] - OpenAI's spokesperson characterized Musk's lawsuit as baseless and part of a pattern of harassment, asserting that the lawsuit stems from Musk's claims that OpenAI has deviated from its original mission [3][4] Group 2 - Students at Staffordshire University criticized a programming and cybersecurity course for relying heavily on AI-generated materials, which they felt deprived them of quality education [4][6] - The course's use of AI-generated slides and voiceovers sparked debates about academic standards, with students questioning the inconsistency in penalizing AI-generated assignments while being taught by AI [4][6] - The university defended the course, stating it maintained academic standards and supported responsible use of digital technology [6] Group 3 - Ubisoft announced an AI project called Teammates, allowing NPCs to understand vague commands and respond dynamically, enhancing player experience [6][7] - The project is developed by an 80-person team and utilizes Google Gemini models, showcasing NPCs that can adjust tactics based on real-time voice commands [7][10] - Ubisoft's CEO expressed high hopes for the impact of generative AI on the gaming industry, comparing it to the transition from 2D to 3D gaming [12] Group 4 - A closed-door meeting at Stanford University included representatives from major tech companies discussing the development of chatbot companions and the importance of user safety, especially for minors [20][22] - Companies like Character.AI and Anthropic are addressing safety concerns, with Character.AI planning to restrict access for users under 18 [22] - The meeting aimed to create guidelines for AI companions, with a white paper expected to be released early next year [22][25] Group 5 - OpenAI's CEO Sam Altman warned of potential economic headwinds due to Google's advancements in AI, particularly following the release of the Gemini 3 model [28][30] - Despite OpenAI's high valuation and projected revenue, Altman acknowledged that Google may have surpassed OpenAI in model development, especially in pre-training [28][31] - The competitive landscape is shifting, with other companies like Anthropic also performing well in the API market, raising questions about OpenAI's ability to sustain its growth amid high cash burn [31][32] Group 6 - Microsoft is facing backlash over its AI integration in products like Windows and Edge, with users expressing dissatisfaction and calling for a halt to AI features [32][34] - Microsoft's AI CEO expressed confusion over the public's lack of enthusiasm for AI advancements, highlighting a disconnect between corporate expectations and user experiences [32][41] - The criticism reflects broader concerns about the relevance and necessity of AI in everyday applications, as users demand more meaningful integration [34][41] Group 7 - Google launched the Gemini 3 model, boasting advanced reasoning and multimodal capabilities, which has received positive feedback from developers and users [43][44] - The Gemini 3 Pro version includes features like a 1 million token context window and integration with various development tools, enhancing its utility for users [43][46] - Google also introduced the Nano Banana Pro model for image generation, emphasizing transparency in AI-generated content through digital watermarking [46][47] Group 8 - KPMG's report revealed that only 2% of companies have seen a return on investment from AI, highlighting the challenges of integrating AI into business processes [69][70] - The survey indicated that many companies are still in experimental phases with AI, leading to a lack of measurable benefits [69][70] - Optimistic projections suggest that a significant portion of companies may see returns within one to five years, but current adoption rates are concentrated in specific sectors [69][70] Group 9 - Andrej Karpathy cautioned against applying human intelligence frameworks to understand large language models (LLMs), emphasizing their distinct nature [70][72] - He argued that LLMs represent a new form of intelligence shaped by commercial evolution rather than biological optimization, which could lead to misconceptions about their capabilities [70][72] - The discussion highlights the need for a nuanced understanding of AI and its implications for future developments in the field [70][72] Group 10 - Hugging Face's CEO warned of a potential bubble in the large language model sector, predicting a possible collapse in the near future [74][76] - Despite concerns about LLMs, he noted that AI applications in other fields are still in their early stages and may continue to thrive [74][76] - The focus on general-purpose models may shift towards more specialized solutions, reflecting a broader trend in AI development [74][76]

henry 发自 凹非寺 量子位 | 公众号 QbitAI 斯坦福明星华人博士生的创业机器人，终于正式亮相！ 卡通小脸蛋、头顶棒球帽，白橙配色，轮式驱动，可伸缩的小蛮腰。这颜值如何？ 当然，光有颜值还不够。 这款号称能把"周末还给你"的机器人名叫 Memo ，售价与1X的家用机器人持平，2w美刀（14万元）就能带回家。 虽然之前卡帕西已经提前剧透，但实际颜值和轮廓大差不差～ 转过身来，它长这样： 有意思的是，就在发布前的几个小时，它可能还不叫Memo。 在 无剪辑、无后期、无遥操 的demo中，"帽子小哥"能把餐具稳稳放进洗碗机，把散乱的袜子叠得整整齐齐，还能亲手为你冲上一杯咖啡。 主创团队在线求网友支招起名，妥妥的年轻人创业，主打一个听劝～ Memo，助人为乐的机器人 宣布创业具身后， 赵子豪 与 迟宬 两位具身顶流博士的首款机器人产品—— Memo 也如期和大家见面。 与 1X 前段时间发布的 NEO 一样，Memo主打家务场景。 除了一开头视频中的收拾桌面，叠袜子，做咖啡，Memo还能帮你叠衣服，哪怕衣服被扔到头上也能继续。 看得出来，这抗扰确实很强了。 弯腰捡垃圾也是顺手的事。 值得一提的是，在全面曝 ...