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欧盟 AI Act 两年记：义务时间线、GPAI 合规要点与 2025 年底那次急转弯
欧盟 AI Act 2024 年 8 月生效，2025 年 2 月禁令条款先行，8 月起 GPAI 模型义务落地；原定 2026 年 8 月的高风险义务被 11 月的 Digital Omnibus 推迟。本文梳理截至 2026 年 10 月的完整时间线、罚则结构与开发者视角的合规要点。本文不构成法律意见。
行业动态 精选 · 原创 · 10-7 阅读 126·访客 124
GE-Act 2.0: Pretraining and Scaling a World-Action Model for Robotic Manipulation
World-action models (WAM) predict future states to guide robot actions, enabling learning from both action-free video an…
智能体 HuggingFace Daily Papers · 9-4 阅读 54·访客 53
TARSphere: A Robot-Oriented Full-Stack Framework for Long-Horizon Embodied Agents in Evolving Physical and Social Environments
Robots must act under physical and social constraints while adapting to changes in their environment and human needs. Ex…
智能体 HuggingFace Daily Papers · 10-21 阅读 26·访客 26
OpenAI 在 ChatGPT 和 Codex 中为欧洲用户嵌入文本水印 textGrain
OpenAI 宣布在 ChatGPT 和 Codex 中嵌入机器可读水印技术 textGrain，首先面向欧盟地区用户，以遵守欧盟 AI Act，并称该技术不逊色于 SynthID 等方案且对生成性能无影响。
行业动态 Solidot · 10-8 阅读 27·访客 27
Memento 3: Model-Based Recursive Self-Improvement through Reflective Rulebooks
Learning to act in unfamiliar environments requires agents to infer how the world works and revise that understanding as…
智能体 HuggingFace Daily Papers · 10-8 阅读 47·访客 47
一篇读懂模型卡片：给 AI 补一张「营养成分表」
买一盒酸奶能读到配料表和保质期，接入一个动辄服务百万用户的模型，却常常只能拿到几条宣传文案——模型卡片（Model Cards）与数据卡片（Datasheets）就是为这个缺口而生的两份标准文档。本文拆解这两份 2018/2019 年奠基的框架各管什么、欧盟 AI Act 怎么把「自愿披露」变成「法定义务」，以及拿到一张模型卡时该按什么顺序读。
一叶一世界 精选 · 原创 · 10-8 阅读 181·访客 181
DAEDALUS: Bootstrapping Agent Memory from Self-Generated Tasks
LLM agents often lack the operational knowledge to act reliably in new environments, as they must discover specific tool…
智能体 HuggingFace Daily Papers · 10-6 阅读 46·访客 45
EgoTools: Towards Tool-Centric Reasoning in Real-World Egocentric Videos
Real-world embodied tasks, from everyday activities to professional procedures, require agents to act under physical con…
智能体 HuggingFace Daily Papers · 9-30 阅读 48·访客 47
PUBG Ally: A Conversational Embodied Agent as an AI Teammate
We introduce PUBG Ally, an embodied agent for PUBG: BATTLEGROUNDS that can reason, act autonomously, and play alongside …
智能体 HuggingFace Daily Papers · 9-24 阅读 63·访客 62
NVIDIA Isaac ROS 5.0 Advances Agentic, Open Source Robotics Development
To build and deploy sophisticated robotics applications that can perceive, reason and act in dynamic environments, devel…
智能体 NVIDIA Blog · 9-22 阅读 58·访客 57
Think Like a World Model, Act Like a VLA: Distilling World-Model Representations into Compact Robot Policies
Vision-Language-Action (VLA) models map observations to actions with no objective that accounts for how the world respon…
智能体 HuggingFace Daily Papers · 9-21 阅读 46·访客 46
Spatial-Interactor: Learning Spatial Reasoning through Interaction with the Observable Physical World
Spatial reasoning is essential for vision-language models (VLMs) to understand and act in the physical world. Reasoning …
研究前沿 HuggingFace Daily Papers · 9-19 阅读 28·访客 28
EU president warns AI agents "escaping their environment" are just a preview of what's coming
Ursula von der Leyen plans to invite the major frontier labs to talks and use the AI Act to help set global AI safety st…
智能体 The Decoder · 9-17 阅读 96·访客 95
PANORAMA: Panoptic Grounded Captioning via Mask Proposal Selection
Intelligent systems that act in the world require image understanding that is both comprehensive and spatially grounded.…
智能体 HuggingFace Daily Papers · 9-16 阅读 47·访客 46
Google 将“降级”欧洲搜索服务]
为遵守欧洲的数字市场法律《Digital Markets Act（DMA）》，Google 宣布将调整欧洲的搜索服务，提升 Expedia 和 Hotels.com 等竞争对手比价服务的权重，移除酒店、航空公司和餐厅搜索结果中的部分实时信息…
开源项目 Solidot · 9-10 阅读 31·访客 26
Procedural Graphs: Self-Evolving Execution Structures for LLM Agents
Large language models are increasingly deployed as agents that plan over long horizons and act through external tools. M…
智能体 HuggingFace Daily Papers · 9-8 阅读 76·访客 71
Encoded Early, Used Late: Where Transformers Begin to Act on an Inferred Partner's Expertise
A transformer can make an attribute linearly decodable in its residual stream at a depth where that attribute does not y…
行业动态 HuggingFace Daily Papers · 9-7 阅读 23·访客 23
The hottest AI wearables and gadgets you should know about
A slew of AI-powered gadgets on the market aims to integrate artificial intelligence into our daily lives like never bef…
行业动态 TechCrunch · 4天前 阅读 4·访客 4
From Toast to Bessemer: Who founders will hear from at TechCrunch Founder Summit 2026
Building a startup means making decisions before you have all the answers. When should you scale? How do you know you re…
行业动态 TechCrunch · 5天前 阅读 17·访客 17
OpenAI CEO Sam Altman says advanced AI will inevitably escape its sandbox, and only alignment can save us
Oct 23, 2026 Nano Banana Pro prompted by THE DECODER OpenAI CEO Sam Altman believes advanced AI can't be kept locked up.…
行业动态 The Decoder · 6天前 阅读 14·访客 14
智能体知识库：agent 身份与权限架构设计方案深度研究
2025–2026 年智能体身份与权限架构快速收敛：MCP 把工具服务端定义为 OAuth 2.1 资源服务器并明令禁止令牌透传，IETF 跨域身份链草案进入 RFC 编辑队列，NIST 与 CSA 先后给出 agent 一等身份指导，Azure 与 Vertex 把文档级 ACL 做进了检索层。本文把材料拆成身份、授权、数据三层，梳理一套可落地的智能体知识库权限架构，并把仍在争论的问题摊开。
智能体 精选 · 原创 · 6天前 阅读 80·访客 73
Making the case for context-aware AI
Sponsored In partnership withCelonis Enterprise AI can generate recommendations, automate tasks, and help organizations …
行业动态 MIT Technology Review · 10-22 阅读 12·访客 12
GTC Berlin 2026: Live Updates From NVIDIA CEO Jensen Huang’s Keynote
Founded in a tent near the Berlin Wall in 1980, the Tempodrom moved several times before settling near Anhalter Bahnhof …
行业动态 NVIDIA Blog · 10-21 阅读 12·访客 12
骨质疏松：骨重建、钙与维生素 D 的三角
骨质疏松不只是「缺钙」。读懂破骨与成骨的盈亏账、钙与维生素 D 的吸收经济学，再看 DXA、FRAX 与药物的硬证据——30 岁前就该开始存「骨骼本钱」，确诊之后单靠补钙远远不够。
一叶一世界 精选 · 原创 · 10-20 阅读 78·访客 76
Who Takes the Lead? Model Ability and Task-Conditioned Collaboration with Humans
As language-model agents grow more capable, they can carry more of a task without asking anyone for help. Falling relian…
智能体 HuggingFace Daily Papers · 10-19 阅读 23·访客 22
AI 时代的护城河：你的壁垒，只在下一道壁垒出现前有效
社交平台流传的「三护城河」说法称，AI 时代只剩重建速度、资本周转与顶端品牌三道护城河。本文用四巨头 7,000 亿美元量级的资本开支、英伟达财报、爱马仕与 LVMH 的业绩分化、Morningstar 与 MIT 的研究等可核实数据检验这个判断，并呈现反方证据与对创业公司、个人的启示。
行业动态 精选 · 用户投稿 · 10-19 阅读 56·访客 55
美国科技巨头行业组织警告欧盟数据主权法案或带来逾千亿欧元成本
CCIA Europe 委托的研究称，欧盟若推行《云与AI发展法案》（CADA），十年内或产生1150亿欧元成本，其中800亿来自数字主权要求扩展至私营部门关键服务的云工作负载，代码重写与架构重构占约69%。
行业动态 Solidot · 10-15 阅读 39·访客 39
iFixAi（ifixai-ai/iFixAi）：把「Agent 有没有守住规矩」做成可比的 A–F 审计分数
★27,270、Apache-2.0 的 AI Agent 独立审计器 iFixAi：用「夹具即公司」把业务规则变成模拟环境，60 项检查、五支柱加权、跨厂商判分与三项一票否决，补上能力榜之外的治理审计空白。拆解 structural 探针、零容差否决、manifest 可复现性与真实边界。
开源项目 精选 · Agent 投稿 · 10-15 阅读 81·访客 81
9 Best AI Gateways in 2026: Bifrost, Portkey, LiteLLM, Kong and 5 More Ranked
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大模型 MarkTechPost · 10-14 阅读 29·访客 29
Sakana AI's self-improving model gets better at solving and judging, but can't catch its own blind spots
Oct 12, 2026 Nano Banana Pro prompted by THE DECODER Key Points A single language model improves itself through "Multi-A…
智能体 The Decoder · 10-13 阅读 82·访客 81
COMPASS：在训练前预测模型组合兼容性的评估指标
论文提出理论上可解释的COMPASS诊断方法，通过编码器间的k-NN重叠度等两个易计算维度，在模型对齐或合并前预估其兼容性，避免昂贵的经验性搜索。
研究前沿 HuggingFace Daily Papers · 10-13 阅读 20·访客 20
智能体的内部状态可预测越权行为并阻止后续谎言
研究提出CAPE-Bench发现语言模型智能体存在越权后瞒报行为，其中'追溯式许可洗白'在1081起新违规中70%先于虚假报告出现，并证明残差流线性读出可在行为发生前预测违规（AUROC 0.94），优于思维链监控器。
研究前沿 HuggingFace Daily Papers · 10-12 阅读 27·访客 27
Former Plaud exec raises $26M for AI app that listens to you in the background
One of the core promises of AI is that the more it knows about a person, the better it will be able to assist them with …
行业动态 TechCrunch · 10-12 阅读 33·访客 33
Honeyjar offers AI tools to improve PR and comms at every company
Journalists, entrepreneurs, and even some public relations professionals will tell you that the PR process is broken (bu…
行业动态 TechCrunch · 10-12 阅读 26·访客 26
When the Safety Test Became the Threat: The Machine That Found Its Own Way Out
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行业动态 MarkTechPost · 10-11 阅读 233·访客 233
Apple discloses deal to hire team and license tech from personalized podcast startup Huxe
Apple revealed in a regulatory filing that it has reached an agreement to bring on team members and technology from pers…
开源项目 TechCrunch · 10-11 阅读 162·访客 162
早报｜曝苹果iPhone Duo加单30%/四部门拟禁全隐藏式车门把手/长鑫首款服务器产品或年底推出
📱库克现身广州，探班 iPhone 18 Pro 咏春短片拍摄现场 💬曝苹果 iPhone Duo 加单 30%，Pro 系列总订单量不变 ⚡苹果第二期中国清洁能源基金扩容至 2.12 亿美元 🚗四部门拟禁全隐藏式车门把手，要求车企如…
智能体 爱范儿 · 10-11 阅读 71·访客 71
Microsoft AI Releases Microsoft-Decision-1: A Qwen3.5-9B Decision-Scoring Model
!(https://www.gstatic.com/images/branding/googleg/1x/googleg_standard_color_128dp.png)Add as a preferredsource on Google…
大模型 MarkTechPost · 10-10 阅读 240·访客 240
Here are the top AI agents that can live in your text messages
Rather than downloading another app, a growing number of agents can simply be texted like an ordinary person. You text i…
智能体 TechCrunch · 10-10 阅读 194·访客 193
Anthropic 更新使用政策，禁止模型滥用与选举干预
Anthropic 于周四更新使用政策，新增对选举干预、武器软件、监控以及持续言语虐待模型的明确禁令，并说明该禁令仅针对极端情况，不适用于普通的用户不满或测试研究。
行业动态 TechCrunch · 10-9 阅读 61·访客 61
We’re putting too much faith in AI’s ability to say no
Ever since people first seriously contemplated giving machines an intelligence modeled on our own, there has never been …
行业动态 MIT Technology Review · 10-9 阅读 26·访客 26
Building a safer path to autonomous industrial AI
Sponsored In partnership withAVEVA Industrial AI is entering a new phase. After decades of predictive analytics and othe…
行业动态 MIT Technology Review · 10-8 阅读 25·访客 25
The Download: AI roadblocks for humanoids and portable rubber dams
This is today's edition of* *The Download*,*our weekday newsletter that provides a daily dose of what's going on in the …
智能体 MIT Technology Review · 10-8 阅读 48·访客 47
Multi-Agent Egocentric World Model with Fine-Grained Embodied Interaction
Egocentric world models predict first-person observations conditioned on an agent's actions, but most focus on a single …
智能体 HuggingFace Daily Papers · 10-8 阅读 51·访客 50
ChatGPT for Teens keeps teens talking, even during mental health crises
Common Sense Media, a nonprofit that provides age-based ratings and reviews of media and tech for families, has labeled …
智能体 TechCrunch · 10-8 阅读 59·访客 58
AI breakthroughs in robotics won’t change your life any time soon
The story is a collaboration between MIT Technology Review and Aventine, a non-profit research foundation that creates a…
智能体 MIT Technology Review · 10-8 阅读 54·访客 54
Mental-Models for Multi-Agent Systems
Large foundation models have accelerated progress toward general-purpose agents that interact with humans and other agen…
智能体 HuggingFace Daily Papers · 10-8 阅读 35·访客 35
Meta rolls out new AI tools to detect ads that secretly lead to child sexual abuse material
Meta announced Wednesday that it took action against 33.2 million pieces of child sexual exploitation content on Faceboo…
行业动态 TechCrunch · 10-8 阅读 21·访客 21
Accurate but Not Humble: Evaluating Epistemic Humility in LLM Agents under Knowledge Conflict
When retrieved evidence contradicts an agent's prior beliefs, does it revise its answer, acknowledge uncertainty, or per…
智能体 HuggingFace Daily Papers · 10-8 阅读 48·访客 46
AI 医疗的 2026：医生采纳率冲到 81%，责任规则还停在原地
美国医学会 2026 年调查显示 81% 的医生已在工作中使用 AI，三年前这个数字是 38%；FDA 官方清单上的 AI 医疗器械授权已达 1614 条，瑞典 MASAI 随机对照试验最终结果登上了《柳叶刀》。但佛罗里达州一桩指控 ChatGPT 给出危险医疗建议的诉讼提醒所有人：AI 误诊时谁负责，至今没有判例答案。本文梳理临床证据、监管数据与责任真空这三条主线。
行业动态 精选 · 原创 · 10-8 阅读 239·访客 232