人工智能企业MiniMax旗下关联公司上海稀宇极智科技有限公司全资持股成立珠海稀宇极智科技有限公司，注册资本500万元，聚焦人工智能全栈软硬件开发，旨在强化在华南地区的研发与业务协同能力。
“ 最近一个月实际产能利用率连 30% 都不到。” 电芯行业从业人员郭先生告诉我们。 郭先生提到，他目前接手的项目是生产 53.5Ah（ 安时 ）的软包电芯，最初产线设计时候是规划日产 3....
智东西（公众号：zhidxcom）作者 | 黄菲编辑 | 江宇智东西11月9日报道，今天下午，字节跳动Seed团队正式发布新一代图像创作模型Seedream 5.5。相比此前版本，Seedream 5.5重点强化了多轮编辑稳定性、原生RGBA透明素材生成、复杂文字与真实质感表现这三项核心能力。▲Seedream 5.5生成图片整体效果其中，多轮编辑支持围绕同...
迪士尼与Adobe宣布达成多年期战略合作，将共同开发面向迪士尼业务的定制化生成式AI模型，应用于主题公园、影视制作及体育媒体等领域。合作初期重点支持迪士尼体验部门项目开发，并利用AI技术助力华特迪士尼影业StudioLAB的创意探索。Adobe将协助提升ESPN与体育迷的互动，并推动体育档案内容的观众触达。双方基于Adobe Firefly Foundry平台，使用迪士尼IP训练专属私有AI模型，实现内容直接用于实际制作。目前，迪士尼幻想工程已部署定制图像生成模型及手绘草图转概念设计的AI工具。此次合作标志着生成式AI从创意辅助向生产环节延伸，同时强化知识产权控制。
蚂蚁灵波科技于11月10日开源触觉基础模型LingBot-Touch，基于近5000小时真实触觉数据预训练，支持磁触觉、视触觉和压阻式三类传感原理，可将不同传感器信号统一为触觉表征，实现跨硬件、跨模型复用。在26项真机测试中，接入该模型后四种动作模型的任务成功率平均提升14至26个百分点，如T-Rex控制灵巧手拧瓶盖的成功率从56.25%提升至90%。模型提供轻量版（约530万参数）与标准版，兼顾端侧算力需求，并已开源技术报告、模型及代码，支持社区使用。公司强调坚持具身原生路线，推动视觉、触觉等多模态对齐，与通用大模型协同推进具身智能发展。
技术降低门槛，机制决定去留。
arXiv:2611.08652v1 Announce Type: new Abstract: Full autonomy has been a long-term goal in robotic surgery and a near-to-medium-term goal for prostatectomy. Due to the relatively closed structure of the procedure, its standard-of-care robotic/laparoscopic solutions, and procedure economics, prostate procedures are an optimal early target for surgical automation. Prototyping and testing of possible solutions is done in constructed laboratory phantoms, either synthetic tissues or animal phantoms. To enable measurement of perceptual and robotic motion error, phantoms undergo volumetric imaging; these images are critical to both a potential deployed automatic system, used in planning motion and treatment (cutting, ablation, suturing, etc.), as well as post-hoc assessment of system performance. Rapid iteration on these phantom models yields small, inconsistent datasets, while the current workflow for human annotation is often anatomically unreliable and prohibitively time-consuming, rendering deep learning unsuitable at reasonable scales. To address these limitations, we present an automated 3D segmentation pipeline that uses classical medical image-processing techniques to encode the known anatomy of the phantoms as explicit geometric and intensity priors, which requires no training corpus and is transferred to each new phantom revision without re-annotation. Across 57 scans spanning multiple phantom revisions, our pipeline recovers the capsule interior at 0.83 median Dice on 11 contrast-suppressed scans and detects all 32 annotated focal lesions without false positives, completing a full scan in 2-8 minutes on commodity CPU hardware versus 1-2 hours by hand.
arXiv:2611.08732v1 Announce Type: new Abstract: Fish stock assessments need fish lengths paired with species from far more places than trained surveyors can reach. Recreational divers already visit many of those places, but measuring a fish underwater has required trained observers or specialist equipment. We present FishSense Lite, which recovers fish length from a single photograph taken with a recreational dive camera, a dive laser pointer, and a 3D-printed mount. The diver aims the laser at a fish and takes a picture; afterward, the dot's position in the image gives the range to the fish, and the range turns the fish's size in the image into a length. A citizen-science program, trained by the system's builders, taught its own divers and collected lengths paired with species for 73 wild fish across seven open-water dives. On seven wild fish also measured by an underwater stereo-imaging system, the two instruments agreed without detectable bias (mean difference +0.8%). On rigid targets of known length, FishSense Lite recovered every target to within 1.3%, and 99% of 1,055 frames fell within a 15% error budget. From the error sources we measure, we derive a field protocol: calibrate against a dive slate on every dive, photograph fish within 15 degrees of perpendicular and beyond 1 m, and take at least ten frames of each.
在与Scottish Mortgage投资经理劳伦斯·伯恩斯的对谈中，MiniMax创始人闫俊杰指出中国头部大模型性能已达美国顶尖模型的95%，但剩余5%的差距追赶难度极大；公司坚持极致提效，通过优化架构和自建基础设施提升算力效率，将节省成本投入后训练，目前年化收入超8亿美元，企业级业务占比超80%；创业初衷源于外公无法使用AI撰写回忆录的经历，产品线涵盖M系列（编程与智能体）和H系列（视频生成），正研发下一代M3Pro模型；闫俊杰强调中国AI生态应走高效率协作路径，坚持开源直至AGI实现，认为AGI成果应由全社会共享。
文章转载于量子位作者：衡宇轰动一时的田柯宇创业事件，可能只是年度风口“世界模型”急转直下的注脚。在舆论的热议中，VC资本对于创业者职业道德的要求，成了业内业外持续闲谈深思的一题。但水下，田柯宇所押注的“世界模型”赛道，正在从上半年热钱汹涌，转向了下半年一TS难求——资本确实在抬高世界模型投资意向书发出的...
